DRAFT DO NOT CITE OR QUOTE EPA/600/R-13/008A February 2014 External Review Draft Development of Biofuel Scenarios to 2050: A Workshop Report NOTICE THIS DOCUMENT IS A PRELIMINARY DRAFT. It has not been formally released by the US Environmental Protection Agency and should not at this stage be construed to represent Agency policy. It is being circulated for comment on its technical accuracy and policy implications. National Center for Environmental Assessment Office of Research and Development US Environmental Protection Agency Washington, DC ------- DISCLAIMER This document is distributed solely for the purpose of pre-dissemination peer review under applicable information quality guidelines. It has not been formally disseminated by EPA. It does not represent and should not be construed to represent any Agency determination or policy. Mention of trade names or commercial products does not constitute endorsement or recommendation for use. ABSTRACT The US Environmental Protection Agency (EPA) is responsible for developing and implementing regulations to ensure transportation fuel sold in the United States contains a minimum volume of renewable fuel, including cellulosic biofuel, biomass-based diesel, and advanced biofuel. In support of mandates in the Energy Independence and Security Act (EISA) of 2007, EPA undertook a scenario planning process that builds a foundation for more quantitative analyses, models, and lifecycle assessments. The resulting set of scenarios describe the potential impact of key uncertainties (e.g., feedstock mixes, technologies) on the lifecycle of bioenergy (renewable energy made from materials derived from biological sources), and expand EPA's vision and analysis beyond the Renewable Fuel Standard 2 (RFS2) regulatory horizon of 2022to a time horizon of 2050. These scenarios can be used to guide parameterization of inputs for models and assessments to inform decision makers on the range of environmental and economic impacts of potential bioenergy pathways. The scenarios are designed to provide a common framework and set of assumptions from which to work as different agencies explore strategies for the future; they are not intended to be predictive. The scenarios do not represent projections or expectations of the EPA. February 28, 2014 li DRAFT—DO NOT CITE OR QUOTE ------- CONTENTS ABSTRACT II LIST OF TABLES IV LIST OF FIGURES IV LIST 01 ABBREVIATIONS AND ACRONYMS V PREFACE VI AUTHORS, CONTRIBUTORS, AND REVIEWERS VII 1. EXECUTIVE SUMMARY 1 2. INTRODUCTION & OVERVIEW 4 2.1. RFS2 Annual Volume Standards 5 2.2. Purpose and Goals of Scenarios 6 3. SCENARIO FRAMEWORK PROCESS 7 3.1. Define the Focal Question 7 3.2. Identify Driving Macro Forces 8 3.3. Rank the Macro Forces by Importance/Uncertainty 12 3.4. Select the Scenario Framework 14 3.5. Develop Storyboards/Outlines 17 4. SCENARIO NARRATIVES 18 4.1. Scenario Comparison Matrix 18 4.2. Scenario 1 Narrative: Fossil future 26 4.3. Scenario 2 Narrative: Bioenergy Bonanza 34 4.4. Scenario 3 Narrative: Bioenergy Boutiques 43 4.5. Scenario 4 Narrative: Wasteless World 52 5. CONCLUSIONS 59 GLOSSARY 60 REFERENCES 61 APPENDIX A: PARTICIPANTS 62 APPENDIX B: SECONDARY RESEARCH SOURCES 68 APPENDIX C: BIOFUEL MODELS AND PUBLICATIONS 69 February 28, 2014 in DRAFT—DO NOT CITE OR QUOTE ------- LIST OF TABLES Table ES-1. Scenario titles, uncertainties included for each, and scenario descriptors 3 Table 3-1. Likely truths identified through interviews and secondary research 9 Table 3-2. Trends and uncertainties related to the political/regulatory dimension 9 Table 3-3. Trends and uncertainties related to the economic dimension 10 Table 3-4. Trends and uncertainties related to the social/demographic dimension 11 Table 3-5. Trends and uncertainties related to the technological dimension 11 Table 3-6. Trends and uncertainties related to the environmental dimension 11 Table 3-7. Key characteristics of scenarios based on scenario framework 1 15 Table 3-8. Key characteristics of scenarios based on scenario framework 2 15 Table 3-9. Key characteristics of scenarios based on scenario framework 3 16 Table 4-1. Scenario comparison matrix 20 LIST OF FIGURES Figure 2-1. Examples of Feedstocks for Biofuel Production 5 Figure 3-1. Scenario framework and process used for scenario development 7 Figure 3-2. Key Uncertainties as Identified by Workshop Participants 13 Figure 3-3. Selected Key Uncertainties 14 Figure 3-4. Scenario Framework 1: Long-term Energy/Climate Change Policy and Price/Cost Competitiveness of Biofuels 14 Figure 3-5. Scenario Framework 2: Global Food/Feed Demand vs. Agricultural Productivity and Long-term Energy/Climate Change Policy 15 Figure 3-6. Scenario Framework 3: Global Food/Feed Demand vs. Agricultural Productivity and Price/Cost Competitiveness of Biofuels 16 February 28, 2014 iv DRAFT—DO NOT CITE OR QUOTE ------- LIST OF ABBREVIATIONS AND ACRONYMS CAFE Corporate Average Fuel Economy CBTL Coal-Biomass-to-liquid CTL Coal-to-liquid CNG Compressed natural gas DOD US Department of Defense DOE US Department of Energy EISA Energy Independence and Security Act EPA US Environmental Protection Agency EPAct Energy Policy Act GCIA Global Change Impacts and Adaptation GHG Greenhouse gas GM Genetically modified GTL Gas-to-liquid NCEA National Center for Environmental Assessment MSW Municipal solid waste NGO Non-governmental organization OECD Organization for Economic Co-Operation and Development RFS Renewable Fuel Standard RFS2 Renewable Fuel Standard 2 USD A US Department of Agriculture VMT Vehicle miles traveled February 28, 2014 v DRAFT—DO NOT CITE OR QUOTE ------- PREFACE This report was prepared by ICF International and the Global Change Impacts and Adaptation (GCIA) program in the National Center for Environmental Assessment (NCEA) of the Office of Research and Development at the US Environmental Protection Agency (EPA). The four scenarios described in this report are intended to provide useful and meaningful inputs for agencies and organizations modeling bioenergy consumption through 2050. To develop the final four scenario narratives, expert interviews were conducted in order to determine a focal question, likely truths, trends, and uncertainties. The results of these interviews were presented, discussed, and debated during a two-day workshop in Washington D.C. in August 2011. The workshop, titled "Future Scenarios for Biofuels to 2050," included bioenergy experts from Federal Government, academia, industry, and non-governmental organizations (NGOs), and focused on developing four scenarios that would describe the state of bioenergy in 2050. The scenario narratives are written descriptions and stories of potential future worlds and the impact of those worlds on bioenergy. The scenarios are hypothetical situations intended to highlight areas of uncertainty. It is not the intent of the EPA to suggest that there is a high likelihood of occurrence; nor do the scenarios described represent the projections or expectations of the EPA. Rather, the descriptive scenarios can be used as starting points for quantification of specific inputs for models and assessments to inform decision makers on the impacts of potential bioenergy policies and development pathways (See Appendix C for examples of models and assessments). February 28, 2014 vi DRAFT—DO NOT CITE OR QUOTE ------- AUTHORS, CONTRIBUTORS, AND REVIEWERS The Global Change Impacts and Adaptation (GCIA) program within the National Center for Environmental Assessment (NCEA), Office of Research and Development is responsible for publishing this report. This document was prepared by ICF International under Contract No. EP- C-09-009. Britta Bierwagen, Ph.D., served as the Technical Project Officer. Dr. Bierwagen, along with Mr. Philip Morefield, provided overall direction and technical assistance, and contributed as authors. The scenario outlines were developed by bioenergy experts participating in the scenario planning workshop. A complete list of experts who attended the workshop is provided in Appendix A. AUTHORS EPA Britta Bierwagen, Philip Morefield, Caroline Ridley, and Steven LeDuc ICF International Paul Albert, Lauren Pederson, Lisa Gabel, Peter Bonner, Anne Choate, Elizabeth Kimball, Heather Johnson, Lauren Tindall, David Weisshaar, Wendy Jaglom, and Shing Qian REVIEWERS EPA OAQPS: Ron Evans, Julia Gamas OTAQ: Vince Camobreco, Ben Hengst, Robert Larson NERL: Megan Mehaffey NRMRL: Dan Loughlin, Raymond Smith ACKNOWLEDGMENTS We would like to thank the workshop participants, who are listed in Appendix A. Their expertise, thoughts, and ideas were instrumental in the development of the scenario narratives, which will assist agencies in the formulation of further research and modeling. February 28, 2014 vii DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 1. EXECUTIVE SUMMARY There have been several assessments on the impact of bioenergy use, projecting bioenergy consumption for a variety of timeframes. Estimated impacts vary greatly across these assessments depending on selected inputs of biomass, processing and technological assumptions, and their associated trends and uncertainties. Many of these studies determine inputs according to the increased bioenergy production and use mandated by the Energy Independence and Security Act (EISA) and the revised Renewable Fuel Standard (RFS2) requirements by 2022. Due to uncertainties in a number of areas, it is difficult to project the future of bioenergy up to and beyond the 2022 regulatory timeframe. A few examples of such uncertainties include: • Whether subsidies and incentives will continue for growing and subsequent processing of bioenergy feedstocks and the availability of natural resources required to produce bioenergy; • Development of biofuel production technologies; • The projected price competitiveness with fossil-based fuels; • The pace of fuel processing, vehicle technology, and infrastructure improvements required to incorporate bioenergy and biofuels into the fuel mix; • Impacts on air, water, and soil quality; land-use changes; climate change; and biodiversity; and • The adoption and continuation of energy and environmental policy in favor/against increased bioenergy consumption. To address considerations, such as environmental or economic impacts, and the uncertainties that are important for the future development of renewable fuel and bioenergy, EPA decided to undertake a scenario planning process using expert interviews and a workshop as one avenue to explore a range of potential future pathways for bioenergy development. Scenario planning is a technique used for preparing an organization for the future by considering alternative yet plausible narratives formed from the most uncertain driving forces affecting the organization's products and services (Wilson and Ralston, 2006; Schwartz, 1991). The end result of the EPA biofuel scenario planning process is four scenarios that describe the state of bioenergy in 2050. These four narratives can then be used as the basis for quantifying parameters to be used as inputs into models and assessments to inform decision makers on the impacts of potential bioenergy policies and development pathways. This scenario planning process used the following six steps to develop the four scenario narratives: (1) define the focal question, (2) identify driving macro forces, (3) rank forces by importance/uncertainty, (4) select scenario frameworks, (5) develop storyboards/outlines, and (6) create scenario narratives. Expert interviews and input were incorporated into the scenarios at February 28, 2014 1 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 every step of the process and resulted in the development of the four distinct, plausible, internally consistent and meaningful scenario narratives contained in this report. Three key uncertainties were selected by workshop participants from a set generated through expert interviews to develop the scenario framework and answer the focal question "What will be the US biofuel portfolio in 2050 in the context of the global marketplace?": 1. long-term energy/climate change policy (including energy security), 2. price/cost competitiveness of biofuel s (including co-products), and 3. global food/feed demand versus agricultural productivity These uncertainties were selected during the workshop because they are expected to have the greatest impact on the bioenergy lifecycle. The end states of these uncertainties were plotted onto the scenario framework continuum (Figure ES-1). Table ES-1 provides the four scenarios with their key uncertainties, and a brief description of the scenario. Additional detail is provided in Section 3. Agricultural Productivity Outpaces Global Food/Feed Demand Non- Competitive Price/Cost of Biofuels Scenario 1: Fossil Future Scenario 3: Bioenergy Boutiques Scenario 2: Carbon Conscious V Highly Competitive Price/Cost of Biofuels Scenario 4: Wasteless World \ Global Food/Feed Demand Outpaces Agricultural Productivity Figure ES-1. Uncertainties define scenario quadrants and differentiate pathways to the end state described for 2050. The scenarios developed in this report represent a set of divergent, yet equally plausible, storylines about the development of the biofuel industry to 2050. Each scenario is based on distinct sets of plausible, internally consistent assumptions that follow from the uncertainties that February 28, 2014 2 DRAFT—DO NOT CITE OR QUOTE ------- 1 describe each scenario quadrant. This process creates scenario descriptions that can serve as 2 starting points for a variety of more quantitative and comprehensive environmental impact 3 assessments, lifecycle analyses, and other modeling that explores future biofuel development in a 4 way that is meaningful and consistent across agencies and organizations. 5 6 Table ES-1. Scenario titles, uncertainties, and scenario descriptors. Scenarios Scenario Descriptor Scenario 1: Fossil Future Agricultural productivity outpaces food demand Biofuels are non-competitive Rapid development of fossil fuel technologies and policies in support of traditional fuel sources stall bioenergy technology development at the expense of natural resources Scenario 2: Carbon Conscious Agricultural productivity outpaces food demand Biofuels are highly competitive Global energy and greenhouse gas (GHG) pact drives technological innovation and environmental conservation and results in food, feed, and biofuels for the world Scenario 3: Bioenergy Boutiques Agricultural productivity falls behind food demand Biofuels are non-competitive Innovations in agriculture and bioenergy do not keep pace with the economic and demographic needs of the global marketplace, resulting in world food shortages, food's triumph in the food vs. fuel debate, and the non- competitiveness of US bioenergy except for niche markets Scenario 4: Wasteless World Agricultural productivity falls behind food demand Biofuels are highly competitive Careful consideration of resource utilization in conjunction with competing demands for agricultural byproducts leads to strong non-crop based biofuel industry 7 8 February 28, 2014 3 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 2. INTRODUCTION & OVERVIEW The US Environmental Protection Agency (EPA) is responsible for developing and implementing regulations to ensure that transportation fuel sold in the United States contains a minimum volume of renewable fuel. To this end, the Agency developed the Renewable Fuel Standard (RFS) program, in collaboration with refiners, renewable fuel producers, and other stakeholders, as required under Energy Policy Act of 2005 (EPAct)1. The original Renewable Fuel Standards (RFS1) required that 7.5 billion gallons of renewable fuel be blended into transportation fuel by 2012 (US EPA, 2007). In December 2007, Congress enacted the Energy Independence and Security Act (EISA) to reduce US energy consumption and dependence on foreign oil, and to address climate change through research and implementation of strategies to reduce greenhouse gases (GHGs). EISA expanded the RFS program in several key ways by requiring the EPA to revise the RFS program, created under the 2005 EPAct, to do the following: • Expand the RFS program to include diesel, in addition to gasoline, and fuel (primarily diesel) used in nonroad vehicles and engines, locomotives, and marine engines; • Increase the volume of renewable fuel required to be blended into transportation fuel from a new baseline of 9 billion gallons per year in 2008 to 36 billion gallons per year by 2022; • Establish new categories of renewable fuel and set separate volume requirements for each; and • Apply lifecycle GHG performance threshold standards to ensure each category of renewable fuel emits fewer GHGs than the petroleum fuel it replaces. Specifically, the revised statutory requirements (finalized in February 2010, commonly known as RFS2) establish new specific annual volume standards for cellulosic biofuel, biomass- based diesel, advanced biofuel, and total renewable fuel that must be used in transportation fuel. Meeting RFS2 in 2022 will result in biofuels comprising an estimated 7 percent of fuels (by volume) used for transportation, which is projected to reduce 138 million metric tons carbon dioxide equivalent (CO2 eq.) (US EPA, 2010a). Section 204 of the 2007 EISA requires the EPA to collaborate with the US Department of Energy (DOE) and US Department of Agriculture (USD A) to assess and report the impacts of biofuels to date and potential future impacts of increased use of biofuels. The first of the assessment reports was finalized in February 2012 (US EPA, 2012). The report examines air and 1 Energy Policy Act of 2005, Pub. L. No. 109-58, 119 Stat. 594 (2005) 2 Energy Independence and Security Act of 2007, Pub. L. No. 110-140, 121 Stat. 1492 (2007) February 28, 2014 DRAFT—DO NOT CITE OR QUOTE 4 ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 water quality, soil quality and conservation, water availability, ecosystem health and biodiversity, invasive species, and international impacts. 2.1. RFS2 ANNUAL VOLUME STANDARDS There are currently two main categories of biofuels that contribute to meeting RFS2 requirements: conventional and advanced biofuels. Conventional biofuels primarily consist of ethanol produced from corn starch made in traditional corn ethanol plants. Advanced biofuels, defined in EISA 2007 include "renewable fuel other than ethanol derived from corn starch that has lifecycle greenhouse gas emissions.. .that are at least 50 percent less than baseline lifecycle greenhouse gas emissions." Advanced biofuels include three subsets of biofuel types including cellulosic biofuel, biomass-based biofuel, and other types of advanced biofuels. As illustrated in Figure 2-1, each of these overarching biofuel types has multiple potential feedstocks and varying requirements for minimum and maximum volume standards. Cellulosic Biofuel Other Advanced Biofuel Biomass-Based Biofuel Wastewater biogas Corn oil extracted from ethanol process Urban waste Corn starch Agricultural residues (e.g. corn stover) Virgin plant oils (e.g., soy) Yellow grease / rendered fats Wood residues Landfill gas Sugar or starch (other than corn) Dedicated energy crops (e.g. switchgrass) Algae Organic matter (e.g., com starch) for alcohols Conventional Biofuel (Max 15 billion gallons per year by 2022) Advanced Biofuel (Minimum 21 billion gallons per year by 2022) Figure 2-1. Examples of Feedstocks for Biofuel Production. Source: Adapted from US EPA (2011). The RFS2 establishes specific annual volume standards for cellulosic biofuel, biomass- based diesel, advanced biofuel, and total renewable fuel. Whereas RFS1 did not differentiate between types of biofuels, RFS2 sets a volumetric cap on the conventional biofuels eligible for credits. Conventional biofuel, such as ethanol derived from corn starch or sugar cane, can contribute a maximum of 15 billion gallons per year to the total renewable fuel standard. At a February 28, 2014 5 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 minimum, RFS2 states that 21 billion gallons per year by 2022 should be derived from advanced biofuels. The RFS2 has annual renewable fuel requirements, and each November, the EPA Administrator is required by the 2007 EISA to adjust the cellulosic standard and potentially the total advanced biofuel and total renewable fuel volume standards for the following year (US EPA, 2011). Based on information provided by the Energy Information Administration (EIA) and other available data, the volume standards reflect the commercial capacity for production. In 2009, corn ethanol accounted for 95 percent of total US-produced renewable fuel. Biodiesel from soybean oil, other virgin vegetable oils, rendered fats, greases, and corn oil from ethanol production accounted for the majority of the remaining biofuel produced (EPA, 2011). As technology improves, the EPA expects more advanced cellulosic feedstocks to eventually produce the majority of the US-produced renewable fuel. Research is underway to improve technologies that convert different feedstocks to biofuels in a sustainable and economically viable manner. In order to build a foundation for more quantitative analyses, models, and lifecycle assessments, the EPA developed a set of four scenarios contained in this report that describe potential biofuel feedstock mixes, technologies, and pathways that go beyond the RFS2 regulatory horizon of 2022 out to 2050. There are a variety of considerations that are important, yet uncertain, for the future development of liquid biofuels for the transportation sector, including the influence of fuel economy and tailpipe GHG standards on biofuel needs, technological changes, feedstock availability, etc. Scenarios are useful to understand the impacts and implications that biofuels may have. The scenario planning process was carried out by EPA as one avenue to explore a wide range of potential future pathways for biofuel development. The following sections describe the scenario planning process that EPA undertook to determine these pathways. 2.2. PURPOSE AND GOALS OF SCENARIOS In order to meet EPA's statutory requirements and to build a foundation for more quantitative analyses, models, and lifecycle assessments, EPA decided to undertake a scenario planning process. The purpose of this process was to create a set of scenarios that would assess the potential impact of key uncertainties (e.g., feedstock mixes, technologies) on the lifecycle of bioenergy. The time horizon selected was from the present (2011) to 2050 in order to expand the EPA's vision and analysis beyond the RFS2 regulatory horizon of 2022. Scenarios are a method for preparing an organization for the future by considering alternative, coherent stories. These stories are formed from the most relevant drivers and guided by the potential paths of the most critical and uncertain driving forces affecting the organization's customers, products and services. The goal of scenarios is not to predict the February 28, 2014 6 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 future, but rather to describe plausible and meaningful potential futures that become the basis for developing or "stress checking" an organization's strategy. For this effort, the EPA reached across several government agencies, academia, and the private sector in order to obtain broad perspectives on the potential future for bioenergy. An intention of incorporating broad perspectives is to create a set of scenarios that can be used by a wide variety of researchers and analysts dealing with biofuels beyond the EPA. The resulting scenarios can be used as starting points to quantify model inputs, specify initial conditions, and set bounding parameters for lifecycle assessments and other analyses relevant to understanding future pathways of biofuel development, production, and use. 3. SCENARIO FRAMEWORK PROCESS A proven scenario development method was used for this effort, as illustrated in Figure 3-1, (Wilson and Ralston, 2006; Schwartz, 1991). Of this process, only the first six steps were implemented, and the outcome of the first six steps is a series of four scenarios that describe potential bioenergy end states in 2050. This section describes each of the steps taken and the outcome for each. Develop Indicators/ Signposts Develop Storyboards/Outlines Create Scenarios Select Scenario Frameworks Define Focal Question Identify Driving Macro Forces Develop/"Stress- test" Strategies Rank Forces by Importance/ Uncertainty Develop/Monitor Early Warning System ¦=) Figure 3-1. Scenario Method Used For Scenario Development. 3.1. DEFINE THE FOCAL QUESTION As a starting point, the EPA developed a focal question that served as the foundation of the scenario planning process. The focal question is designed to define a critical concern or issue that is highly relevant and meaningful to an organization's leadership and, therefore, deserves strategic exploration and discussion throughout the scenario process. To identify a focal question, uncertainties, and future driving forces at play in the bioenergy industry were explored. February 28, 2014 7 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 Through a facilitated process the team narrowed the list of potential focal questions to one that asked, "What will be the US biofuel portfolio in 2050?" The focal question was used to further develop the uncertainties and trends associated with the future of bioenergy. In an effort to consider the larger implications of biofuels and the role they will play in the global economy, the question was expanded to include the context of the global marketplace. The final focal question selected was: Focal Question What will be the US biofuel portfolio in 2050 in the context of the global marketplace? This question was used as the basis for conducting guided expert interviews at the initial stages of the process; the review of reports, analyses, and other data; and the development of scenarios during the "Future Scenarios for Biofuels to 2050" workshop in August 2011. 3.2. IDENTIFY DRIVING MACRO FORCES The next step in the scenario planning process is to identify driving macro forces impacting the focal question. In developing scenario plots and identifying the driving macro forces, it is critical to distinguish between trends, likely truths, and uncertainties: • Trend - Driving force that may impact the future. Its direction, timing, and scope of change are fairly predictable. Trends should be reflected either implicitly or explicitly in all scenarios. • Likely Truths - Future outcomes and characteristics that can be predicted with a high level of probability of occurrence. • Uncertainty - Driving force that may or may not be in place. The likelihood of the direction, timing, and scope of change are virtually impossible to predict. Uncertainties become the foundational blocks for scenarios. Scenarios may also contain "black swans" (also referred to as "wild cards" or "disruptors"), which can greatly affect outcomes but which are impossible to predict. A black swan is a single event or a major step change that would significantly change the business environment and the industry. Information on the trends, uncertainties, and likely truths was gathered by conducting secondary research and interviews with a broad base of experts from Federal Government agencies, academia, industry, and NGOs. A list of the secondary research sources and bioenergy- related models can be found in Appendices B and C. Based on the interviews and secondary research, 11 likely truths were identified. These likely truths are included in Table 3-1 below. February 28, 2014 8 DRAFT—DO NOT CITE OR QUOTE ------- 1 Table 3-1. Likely truths identified through interviews and secondary 2 research Likely Truths • Global regulation of GHG emissions will increase. • Demand for electricity, power, mobility will increase (step change in consumption); highest increase in non-Organization for Economic Co-Operation and Development (OECD) countries • Climate change will continue • Water stress and scarcity will increase • Crop yields will continue to increase • Share of renewables/alternatives will increase • Oil production by conventional methods will peak (supply will struggle to keep pace with demand) • Coal will be abundant in US, India, China, Australia, etc. • Natural gas will be abundant in many countries/regions • China will continue to pursue clean-tech development • Coal use in non-OECD countries will grow 3 4 In addition to the 11 likely truths, 35 trends and 29 uncertainties were identified. These 5 trends and uncertainties were designed to help the workshop participants identify the global 6 forces of change that could significantly impact the focal question. These trends and uncertainties 7 (included in Table 3-2 through Table 3-6) were categorized under five key dimensions: 8 political/regulatory, economic, social/demographic, technological, and environmental. Once 9 trends are put in the context of the scenario, they are further described in terms of direction, 10 speed, and magnitude. While these are current trends identified through expert interview and 11 secondary research, the scenarios may reflect only some trends or may alter certain trends 12 explicitly through key events described within each narrative. 13 Table 3-2. Trends and uncertainties related to the political/regulatory 14 dimension Trends Uncertainties • Political focus on transition from manufacturing to "green economy" • Increased government funding of green technologies and renewable energy • Extent of government subsidizing of green technologies • Continuation of agricultural subsidies • Extent of government agricultural subsidies February 28, 2014 9 DRAFT—DO NOT CITE OR QUOTE ------- Trends Uncertainties • Continued slow deregulation of energy sector (i.e., increasingly global market) • Extent of deregulation of energy sector • Continued emphasis on national security • Department of Defense (DOD) reducing dependency on oil • US maintains vulnerable pipeline structure • Role of national security concerns in shaping energy policy • Food vs. fuel debate • Environmental impact debate • Land-use debate • Local/regional/national policies decisions • Implementation of EISA • Lack of long-term energy policy • Stability of future long-term energy policy • Degree energy policy addresses climate change/GHG Table 3-3. Trends and uncertainties related to the economic dimension Trends Uncertainties • Biofuels not price competitive vs. fossil- based fuels and other renewables • Price competitiveness of biofuels • Biofuel infrastructure (including workforce) in infancy stage • Speed of biofuel infrastructure development • DOE/USD A incentivizing feedstock and biofuel technology development • Source of funding (private or public funds) • Government incentivizing incumbent energy sources (oil, coal, etc.) • Future of incentives • Price and price volatility of crude oil • Price of crude oil • Volatility of crude oil • Sufficient feedstock for current biofuel production levels • Increasing scarcity of natural resources • Availability of feedstock (current/new forms) to meet RFS February 28, 2014 10 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 Table 3-4. Trends and uncertainties related to the social/demographic dimension Trends Uncertainties • Land-based, community-based lifestyle • Extent to which communities become self-sufficient • Increased emphasis on "greening" and conservation - or - • Public skepticism of climate issue • Work and lifestyle changes • Extent to which "greening" and conservation changes energy consumption • Increasing energy demands of developing world • Extent to which developing world will rely on fossil fuels vs. adopt new energy technologies • Land-use debate • Optimization of land-use space Table 3-5. Trends and uncertainties related to the technological dimension Trends Uncertainties • DOE/USD A incentivizing development • US has scientific base for technology • Pace of biofuel technology development • Lack of technological breakthroughs in other renewables • Relative technological breakthroughs of biofuels vs. other renewables • Growth in hybrid, electric, and flexfuel vehicles • Degree to which flexfuel vehicles similar to those in Brazil will be manufactured/ sold in the US • Fuel storage, transportation, and pumping accommodates oil-based fuels • Degree to which biofuels can be developed to use existing fuel storage, transportation, and pumping infrastructure • US energy infrastructure aging • Level of investment in energy infrastructure (e.g., grid, pipelines) Table 3-6. Trends and uncertainties related to the environmental dimension Trends Uncertainties • Increasing focus on climate change • Growth in number and degree of weather extremes • Increasing emphasis on being green and conserving energy • Extent to which consumers will be concerned about fuel mix, carbon footprint • Increasing scarcity of natural resources • Extent to which the scarcity of water and other resources affects biofuel industry February 28, 2014 11 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 • Renewable energy capacity additions are growing • Extent to which biofuels are part of the renewable portfolio • Public opinion of biofuels is mixed • Public perception of biofuels After the trends and uncertainties were identified, EPA hosted a two-day workshop to (1) rank the macro forces by importance/uncertainty; (2) select the scenario frameworks from which the scenario narratives were developed; and (3) develop the initial scenario storyboards for each of the selected scenario frameworks. On August 2-3, 2011, EPA hosted a scenario planning workshop that brought together 28 individuals from a variety of Federal Government agencies as well as academic, non-governmental, and industry organizations (see Appendix A for a list of these participants and their respective organizations). Bringing diverse views into the exercise is important because it prevents bias in the scenarios from one specific group. Instead, all views are expressed and incorporated into the scenario development. While the end result of the exercise is a set of scenarios, the learning process is also valuable for the participants. All participants benefit from being exposed to diverse and sometimes very different views within this learning process. 3.3. RANK THE MACRO FORCES BY IMPORTANCE/UNCERTAINTY The next step in the scenario planning process was to rank the macro forces by importance/uncertainty based on workshop participant input. During the first day of the workshop, participants collaborated with one another to edit, prioritize, and reduce the 28 key uncertainties down to 12 central key uncertainties that participants felt were the most profound and had the greatest likelihood of impacting the bioenergy portfolio in 2050. The 12 key uncertainties and corresponding continuum selected by the workshop participants are shown in Figure 3-2. February 28, 2014 12 DRAFT—DO NOT CITE OR QUOTE ------- Ever- changing Low No Break- Long-term Energy/Climate Change Policy (inc. energy security) \r I \ Price/Cost Competitiveness of Biofuels (inc. co-products) throughs ) < Breakthroughs in Science and Tech. Development Stable High Rapid Break- throughs Lower Community/ Local Global Demand for Transportation Fuels Regionalization/Globalization Higher Global Insufficient \r Speed of Biofuels Life Cycle Infrastructure Development Sufficient Ratio Falling Not Able to Scale Few Sources Rate Increase Global Food/Feed Demand vs. Rate of Ag. Productivity \i 1 Unfavorable/ Neutral Scalability (Feedstock and Production) Diversity or Uniformity of Bioenergy Supply Chain Public Opinion of Biofuels v. Alternatives Ratio Rising Able to Scale Many Sources Favorable 1 2 3 4 5 6 7 Low Low Willingness of Public to use Biomass Resources I Relative Impact/Constraints of Biofuels Development on the Environment * High High Figure 3-2. Key Uncertainties as Identified by Workshop Participants. Through a series of facilitated discussions, the workshop participants consolidated the 12 uncertainties detailed above to the three that would potentially have the greatest impact on the bioenergy lifecycle and that were considered to have a high degree of uncertainty. During this discussion, workshop participants further refined and clarified the verbiage used to describe each uncertainty. At this time, workshop participants felt that these three uncertainties would yield the most robust scenarios. The end states of these uncertainties, as well as the modifications in verbiage, were plotted onto the scenario framework continuum shown in Figure 3-3. February 28, 2014 13 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 Ever- changing Long-term Energy/Climate Change Policy (inc. energy security) Stable Non- competitive Price/Cost Competitiveness of Biofuels (inc. co-products) Highly Competitive Demand Outpaces -v. Productivity Global Food/Feed Demand vs. Ag. Productivity Productivity Outpaces Demand Figure 3-3. Selected Key Uncertainties. 3.4. SELECT THE SCENARIO FRAMEWORK The next step in the process was to develop and select the scenario framework. Once the three key uncertainties were identified, the uncertainties were plotted against one another to create various scenario plots. The key characteristics of each quadrant were then defined. These scenario frameworks are shown in Figure 3-4 through Figure 3-6, and the key characteristics of the quadrants within each framework are reflected in Table 3-7 through Table 3-9. Stable Long-term Energy/Climate Change Policy Scenario 1 Non- Competitive ^ Price/Cost of : Biofuels Scenario 2 Scenario 3 Highly h Competitive Price/Cost of Biofuels Scenario 4 \ Ever-changing Long-term Energy/Climate Change Policy Figure 3-4. Scenario Framework 1: Long-term Energy/Climate Change Policy and Price/Cost Competitiveness of Biofuels February 28, 2014 14 DRAFT—DO NOT CITE OR QUOTE ------- 1 Table 3-7. Key characteristics of scenarios based on scenario framework 1 Scenario 1 Key Characteristics Stable Long-term Energy/Climate Change Policy and Non- Competitive Price/Cost of Biofuels Scenario 2 Key Characteristics Stable Long-term Energy/Climate Change Policy and Highly Competitive Price/Cost of Biofuels Scenario 3 Key Characteristics Ever-changing Long-term Energy/Climate Change Policy and Non-Competitive Price/Cost of Biofuels Scenario 4 Key Characteristics Ever-changing Long-term Energy/Climate Change Policy and Highly Competitive Price/Cost of Biofuels 2 Agricultural Productivity Outpaces Global Food/Feed Demand Scenario 5 Ever-changing Long-term Energy/Climate Change Policy Scenario 6 Scenario 7 Stable Long-term | Energy/Climate Change Policy Scenario 8 \ Global Food/Feed Demand Outpaces Agricultural Productivity 4 5 6 Figure 3-5. Scenario Framework 2: Global Food/Feed Demand vs. Agricultural Productivity and Long-term Energy/Climate Change Policy Table 3-8. Key characteristics of scenarios based on scenario framework 2 Scenario 5 Key Characteristics Ever-changing Long-term Energy/Climate Change Policy and Agricultural Productivity Outpaces Global Food/Feed Demand Scenario 6 Key Characteristics Stable Long-term Energy/Climate Change Policy and Agricultural Productivity Outpaces Global Food/Feed Demand Scenario 7 Key Characteristics Ever-changing Long-term Energy/Climate Change Policy and Global Food/Feed Demand Outpaces Agricultural Productivity Scenario 8 Key Characteristics Stable Long-term Energy/Climate Change Policy and Global Food/Feed Demand Outpaces Agricultural Productivity 8 February 28, 2014 15 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 Agricultural Productivity Outpaces Global Food/Feed Demand I Scenario 9 Non- Competitive ^ Price/Cost of Biofuels Scenario 70 Scenario 11 Highly t Competitive Price/Cost of Biofuels Scenario 12 \ Global Food/Feed Demand Outpaces Agricultural Productivity Figure 3-6. Scenario Framework 3: Global Food/Feed Demand vs. Agricultural Productivity and Price/Cost Competitiveness of Biofuels Table 3-9. Key characteristics of scenarios based on scenario framework 3 Scenario 9 Key Characteristics Agricultural Productivity Outpaces Global Food/Feed Demand and Non-Competitive Price/Cost of Biofuels Scenario 10 Key Characteristics Agricultural Productivity Outpaces Global Food/Feed Demand and Highly Competitive Price/Cost of Biofuels Scenario 11 Key Characteristics Global Food/Feed Demand Outpaces Agricultural Productivity and Non-Competitive Price/Cost of Biofuels Scenario 12 Key Characteristics Global Food/Feed Demand Outpaces Agricultural Productivity and Highly Competitive Price/Cost of Biofuels After considerable discussion, debate, and review of the proposed scenario frameworks, workshop participants were instructed to cast four votes for the four most distinct and meaningful scenarios out of the 12 scenario frameworks presented. Based on this voting process and following additional discussion (during which select scenarios were combined to minimize overlap and ensure scenario divergence), workshop participants selected four scenarios for further development. Ultimately, workshop participants decided that the quadrants formed by two of the remaining three uncertainties would provide the most robust scenarios and thereby eliminated the Long-term Energy/Climate Change Policy uncertainty from the scenario development process. February 28, 2014 16 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 1. Agricultural Productivity Outpaces Global Food/Feed Demand and Non-competitive Price/Cost of Biofuels (Scenario 9 above) 2. Agricultural Productivity Outpaces Global Food/Feed Demand and Highly Competitive Price/Cost of Biofuels (Scenario 10 above) 3. Global Feed/Food Demand Outpaces Agricultural Productivity and Non-competitive Price/Cost of Biofuels (Scenario 11 above) 4. Global Feed/Food Demand Outpaces Agricultural Productivity and Highly Competitive Price/Cost of Biofuels (Scenario 12 above) 3.5. DEVELOP STORYBOARDS/OUTLINES To develop the scenario storyboards and outlines, workshop participants were divided into four breakout groups and assigned one of the four selected scenarios. During breakout sessions, participants discussed scenario end states as well as the key events, headlines, factors, behaviors, conditions, and outcomes that might be observed on the journey from today (2011) to the end state (2050). As the breakout groups developed the initial storyboards, they were asked to consider the following questions, from both US and global perspectives: • What will be the energy portfolio? • What will be the biofuel mix? • What will be the biofuel feedstock mix? • What will be the role of national/global environmental policies? • What will be the role of national/global climate policies? • What will be the role of national/global energy policies? • What will be the role of national/global agricultural policies? • What will the agricultural production systems look like? • How will infrastructures (e.g., energy, biofuels) evolve? • What will be the speed and progress in energy technologies and innovation? • What will be the transportation modes? • What will be the biomass usage (high, low, divergent pathways)? • What might be some unintended consequences? Based on the storyboards developed during the workshop, detailed scenario outlines were developed from refinement of the scenario end states and the pathways to these end states. Since the four scenarios encompassed only two uncertainties, it was important to continuously cross- check the scenarios to ensure distinctness while meeting plausibility and consistency February 28, 2014 17 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 requirements. It was necessary at times to increase or decrease the emphasis and importance of a scenario variable and in some cases add or delete variables. 4. SCENARIO NARRATIVES Upon finalization and approval of the scenario outlines by workshop participants, the scenario narratives were developed. The scenario narratives directly derive from the outlines and consist of written descriptions and stories of potential future worlds and the impact of those worlds on bioenergy. Each scenario was developed using the following common structure: • Scenario Title • Scenario Framework • Scenario Descriptor • End State 2050 • Pathways o Today Through 2025 o 2026 Through 2040 o 2041 Through 2050 • Road Signs As stated earlier, this effort was undertaken to meet EPA's statutory requirements and to build a foundation for more quantitative analyses, models, and lifecycle assessments. The purpose of this process was to create a set of scenarios that would assess the potential impact of key uncertainties (e.g., feedstock mixes, technologies) on bioenergy use. The main value of creating scenarios lies in the contribution they make to strategic decision making. The scenarios highlight opportunities for expansion into new markets and creation of new services. Scenarios can alert us to the possibility of new sources of competition, changes to the market structure and consumer needs, technological change, and the economic and environmental impacts shifts in policy may have. Scenarios suggest the need and opportunities for changes in strategy to adapt to these and other new conditions. They provide a theoretical test bed for assessing the resilience and potential payoff of both old and new strategic directions (Wilson and Ralston, 2006). By formulating scenarios, we create a baseline for the comparison of potential futures using the same underlying assumptions. 4.1. SCENARIO COMPARISON MATRIX Each of the four scenario breakout groups considered and discussed a variety of issues related to bioenergy. Prescribing certain outcomes related to land-use changes, air quality, water February 28, 2014 18 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 quality, and GHGs was not part of this particular scenario planning process. Instead, breakout groups were asked to consider the biofuel industry comprehensively and potential events in the world that might impact the economy (both nationally and globally); future market conditions and how the current RFS2 might play out in their scenario; and potential environmental, climate, and energy policies. Because the four scenarios encompassed only two uncertainties, it was important to continuously look across all four scenarios to ensure distinctness while meeting feasibility and meaningfulness requirements. Table 4-1 shows the scenario comparison matrix that was used to ensure each scenario was distinct. The specific uncertainties driving each scenario are listed at the top of the table. The cells in the table contain a brief summary of the main elements of each scenario organized by key dimensions (i.e., political/regulatory, technological, environmental). February 28, 2014 19 DRAFT—DO NOT CITE OR QUOTE ------- 1 Table 4-1. Scenario comparison matrix Scenario Comparison Matrix Scenario 1: Fossil Future Scenario 2: Carbon Conscious Scenario 3: Bioenergy Boutiques Scenario 4: Wasteless World Agricultural Productivity v. Global Food/Feed Demand Agricultural productivity outpaces food demand Agricultural productivity outpaces food/ demand Agricultural productivity falls behind food demand Agricultural productivity falls behind food demand Competitive v. Non- Competitive Price/Cost of Biofuels Biofuels are non-competitive Biofuels are highly competitive Biofuels are non-competitive Biofuels are highly competitive Political/ Regulatory Energy Policy US has a pro-fossil energy policy Comprehensive Energy and Greenhouse Gas (GHG) Pact Energy policy focused on the investment in domestic sources of energy for transportation Energy policy supports bioenergy and technology research Environmental Policy Extended Kyoto Protocol in 2014 (US did not ratify) Comprehensive Energy and Greenhouse Gas (GHG) Pact Carbon policy developed after significant climate changes occur Enviromnental policy supports biofuel industry; allows use of all available resources, including waste products Climate Policy Climate policy in US is not a priority Comprehensive Energy and Greenhouse Gas (GHG) Pact A climate policy is not enacted, leading to a rise in GHG emissions and fairly significant changes in world climate. A climate policy is not enacted. Agriculture Policy Support for agricultural research, particularly efficient production technologies Federal agriculture policy Agriculture Technology Sharing Program All food crop-based subsidies are discontinued Level of Energy Security Concerns Moderate to high; spurs desire for energy independence Low; natural disasters override security concerns. High level of concern due to political unrest worldwide Moderate to low; food security is the concern. RFS2 Expiration of RFS2 in 2022 US created RFS3 in 2018 to further reduce GHG emissions RFS2 cellulosic standard was revised down in 2018 RFS2 expires and is replace by new energy policy February 28, 2014 20 DRAFT—DO NOT CITE OR QUOTE ------- Scenario Comparison Matrix Scenario 1: Fossil Future Scenario 2: Carbon Conscious Scenario 3: Bioenergy Boutiques Scenario 4: Wasteless World CAFE standards CAFE standards eliminated Fuel economy standards increase CAFE standards no longer relevant with an predominantly electric fleet CAFE Standards are renewed and upped Political Stability Political stability Political stability Political unrest Some political unrest in less developed nations Economic Strength/ Stability of Global Economy Stable economic growth Relatively stable Economic issues plague developing nations Not explicitly discussed though presumed to be weak (hence emigration) Strength/ Stability of US Economy Stable economic growth Relatively stable US agriculture industry strong; no mention of other economic issues Policymakers maintain laissez faire attitude towards fiscal policy Economic Attractiveness of Technology Development Financing to bring unproven bioenergy technologies to commercial scale did not materialize Abundance of bio masses and economically feasible refining and production process for second and third generation liquid biofuels Non-food-based bioenergy has found a home in niche markets but is not competitive relative to other energy sources Algal oil. municipal solid waste, and woody biomass are economically feasible Prices of Energy Sources Natural gas and oil are competitive Price of oil is high Aside from those subsidized by the government commercial biomass production is not economically viable Price of oil is high Subsidies Few for first generation biofuels, many to encourage agricultural production US Federal Government introduced subsidies for research and development for low or no carbon emitting energy producers Government subsidizes some bioenergy for military use All food crop-based subsidies and blending subsidies for ethanol are discontinued Social/Demographic Public Opinion of Climate Change Not caused by humans/"who cares" attitude Influenced by catastrophic weather events Public realizes the impact of climate change and supports US carbon policy Food shortage overrides climate concerns. February 28, 2014 21 DRAFT—DO NOT CITE OR QUOTE ------- Scenario Comparison Matrix Scenario 1: Fossil Future Scenario 2: Carbon Conscious Scenario 3: Bioenergy Boutiques Scenario 4: Wasteless World Public Opinion of Climate Favorability of Biofuel v. Alternatives Fossil fuels rule Biofuels emerge as leader US lias adapted to climate changes by adjusting irrigation systems and introducing higher yielding crop varieties that are drought and heat resistant. Therefore, biofuel is somewhat favorable. Natural gas viewed negatively, opening the door for biofuels. US Population Urban sprawl; medium rate of population growth Low population growth Medium population growth Emigration to the US and climate refugees leads to high population growth rate Global Population Global population reaches 11 billion; disease outbreaks linked to climate change Global population stabilizes at 9 billion. World population, spurred by years of above-average population growth in developing nations across the world, most notably in Africa is expected to reach 9.3 billion. Global population reaches 10 billion Technological Technology Innovation Drivers (e.g., source of funding or other driver) Biomass technology development advanced only incrementally for second generation biofuels Numerous investment opportunities and capital following adoption of a number of policies allowed technologies, such as small-scale desalinization, ocean fanning, algae co-location, and cellulosic ethanol refinement to develop rapidly DOD R&D funding to obtain reliable sources of biofuels to reduce dependence on foreign petroleum; subsidies for military use Stable research and development funding for algae, municipal solid waste (MSW), and woody biomass Innovation in Energy Heavy investment and many developments in natural gas technology Innovation in desalinization; use of algae for bioenergy Developments in electrification and use of CNG, coal-to-liquid (CTL), and gas-to-liquid (GTL) technology Algal-oil, municipal solid waste, woody biomass Feedstock Production/ Conversion Technology Cellulosic technology did not develop as expected Abundance of bio masses and economically feasible refining and production process for second and third generation liquid biofuels Breakthroughs in biological feedstock and residue conversion (but not scalable or commercially viable) Feedstock neutral production/conversion technology exists February 28, 2014 22 DRAFT—DO NOT CITE OR QUOTE ------- Scenario Comparison Matrix Scenario 1: Fossil Future Scenario 2: Carbon Conscious Scenario 3: Bioenergy Boutiques Scenario 4: Wasteless World Biofuel Lifecycle Infrastructure Development Did not require infrastructure development Infrastructure was not significant Drop-in fuels dominant so no major infrastructure development needed Drop-in fuels dominant so no major infrastructure development needed Environmental Relative Impact of Biofuels on Environment/Water/ Biodiversity GHG emissions rose due to the widespread use of fossils; heavy impacts on global surface temperature rise and sea level rise Large disincentives on deforestation, conversion of natural land for any reason is discouraged, land with high enviromnental value is placed into permanent easements GHG emissions have risen in recent years due to the widespread use of CTL technology No major impacts by biofuels on these areas because feedstocks used are the ones that are available Temperature change by 2050 2°C (3.6°F) 0.5°C (0.9°F) 2°C (3.5°F) 1°C (1.8°F) Agriculture Global Land Productivity/ Crop Yield Increased agricultural innovation coupled with commonality of genetically modified food and agricultural productivity, particularly in developing nations, provides sufficient food for a growing world population Fewer agricultural imports from the US and other countries required because dramatic improvements in US agricultural production take hold in non- developed countries Cropland yields significantly below projections Lagging agricultural productivity US Land Productivity/ Crop Yield High productivity High productivity High productivity and yield due to adjustment of irrigation systems and introduction of higher yielding crop varieties that are drought and heat resistant Land scarcity; crop-based biofuels are unfeasible Conservation Reserve Program (CRP) lands Large reduction in CRP cap CRP cap raised from 2007 levels Modest reduction in CRP cap CRP cap reduced and management rules relaxed to accommodate more grazing and haying rotations February 28, 2014 23 DRAFT—DO NOT CITE OR QUOTE ------- Scenario Comparison Matrix Scenario 1: Fossil Future Scenario 2: Carbon Conscious Scenario 3: Bioenergy Boutiques Scenario 4: Wasteless World Bioenergy Availability of Feedstock Corn is abundant, sold for starch ethanol production Abundant Bioenergy currently in use include those that are supported using sustainable residue and waste feedstocks, have high energy density, and are drop-in replacements for petroleum fuel. Regionalized; use biomass feedstocks indigenous to region Types of Feedstocks Com woody biomass Energy crops, specifically perennial grasses, algae, mixed native prairie grasses, and residues and wastes Algae, corn stover, woody biomass Algae, Municipal Solid Waste (MSW), and woody biomass Biomass Usage Limited; US exports biofuel Abundant portfolio of biomasses Food-based biomass is virtually nonexistent. Non-crop based biofuel energy sources First, Second, or Third Generation Bioenergy First generation bioenergy continued (starch ethanol, some biodiesel) Second and third generation bioenergy Second/third generation bioenergy in niche markets Algae, wood-based biomass, and MSW fully commercialized Transportation/Oth er Energy Mix Light-Duty Vehicles Coal-to-liquid (CTL), natural gas, oil Suburban light-duty transportation powered by second and third generation biofuels; light-duty transportation and mass transit electrified with biomass in urban areas Electric, CNG, CTL, and GTL 50% of market electrified Heavy-Duty Vehicles & Equipment CTL, natural gas, oil Biofuels dominate the market CNG, CTL, GTL, diesel, and biodiesel (in limited quantities) Largely dependent on liquid fuels Aviation Not a scenario element Relies on liquid biodiesels Biofuels (only industry in which they are commercially viable) Not a scenario element Maritime Not a scenario element Relies on liquid biodiesels Primarily diesel, nuclear, and some biodiesels Not a scenario element February 28, 2014 24 DRAFT—DO NOT CITE OR QUOTE ------- Scenario Comparison Matrix Scenario 1: Fossil Future Scenario 2: Carbon Conscious Scenario 3: Bioenergy Boutiques Scenario 4: Wasteless World Power Generation Generated using fossil fuels Generated using alternative, low- Carbon sources Generated by coal, natural gas, some biomass, wind, solar, and hydropower Generated with regionally- available power sources, such as wood pellets and MSW Regional Differences No regional differences Marketplace uses a portfolio of second and third generation biomasses produced in a regionalized fashion Localized niche bioenergy markets developed using available feedstocks as a way to avoid the prohibitive costs associated with feedstock distribution Vehicle electrification in urban areas where battery re-charging stations abound; rural and many suburban areas use liquid fuels 1 February 28, 2014 25 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 4.2. SCENARIO 1 NARRATIVE: FOSSIL FUTURE Agricultural Productivity Outpaces Global Food/Feed Demand Scenario 1: Fossil Future Non- Competitive ^ Biofuels Scenario 3: Bioenergy Boutiques Scenario 2: Carbon Conscious Highly I Competitive Biofuels Scenario 4: Wasteless World \ Global Food/Feed Demand Outpaces Agricultural Productivity Rapid Development of Fossil Fuel Technologies and Policies in Support of Traditional Fuel Sources Stall Bioenergy Technology Development at the Expense of Natural Resources End State: 2050 This is a world in which fossil sources of energy dominate the US portfolio, stalling the development of bioenergy technology and negatively impacting the environment. In 2050, the US focuses on fossil-based sources of fuel for national security and other domestic drivers, while countries with more stringent carbon requirements and/or less abundant fossil sources attempt to increase research, development, and commercialization of alternative energy sources. Significant developments in fossil technologies (e.g., gas-to-liquid (GTL) and coal-to-liquid (CTL)) enable US-based companies to commercialize these technologies. The capacity for hydraulic fracturing to capture natural gas has increased dramatically and gained popular support. In 2050, the US has not reached a consensus on action regarding climate change. Although environmental impacts such as sea level rise, warmer temperatures, and landscape changes continue, many Americans are unsure of the relationship between human activity, increases in atmospheric concentrations of carbon dioxide, and the effects of changes in climate. Climate policy in the US is not a priority - no value has been placed on carbon and there are no greenhouse gas (GHG) controls. Thus, policies to reduce emissions of carbon dioxide and other GHGs are not adopted in the US, and other environmental policies related to air and water February 28, 2014 26 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 pollution are relaxed, including elimination of fuel economy standards; in general, environmental activities are viewed as voluntary. Land and transportation costs are low, resulting in an increase of urban sprawl in many areas. Increased agricultural innovation coupled with increased agricultural productivity, particularly in developing nations, provides sufficient food for a growing world population. Sources of increases in agricultural productivity include high resolution sensing of field conditions and widespread fertilizer use. Genetically Modified (GM) food crops are common and the US is the world GM technology leader. Food prices are low in the US as well as globally, giving less wealthy countries better access to agricultural imports. Global transportation networks have become much more efficient as a result of innovation combined with low fuel prices, leading to more effective distribution of food. Within the US, agricultural policy is pro- research (e.g., agricultural systems like high-precision fertilizer applications, as well as biotechnology) with a focus on efficient production technologies. The US has a pro-fossil energy policy. Incentives for legacy biofuels (e.g., first generation biofuels such as corn ethanol) continue, while incentives for newer bioenergy never emerged. Although significant developments in fossil technologies have been achieved, biomass technology advanced only incrementally due largely to a lack of investment. Interest in second generation fuels never materialized. The biomass feedstock mix in the US consists of both crop and woody biomass. The US exports biodiesel, starch ethanol, and biomass (e.g., woody biomass and corn stover) to countries with demand for bioenergy sources due to more stringent environmental regulations and, consequently, more robust markets for renewable biomass. The US transportation market is composed of oil, natural gas, and CTL. Ethanol is sparingly used as a fuel additive domestically. US electric markets use natural gas and coal for power generation, but biomass is not a substantial domestic source of electric power. Today Through 20253 In the early years of this timeframe, cellulosic technology did not develop as expected. Despite billions of dollars in Federal grant and loan guarantees, financing to bring unproven technologies to commercial scale did not materialize because of slow economic growth and unexpectedly slow industrial learning. Advanced biofuel companies petitioned policymakers for more help, realizing that they were falling behind the Congressional mandate to use 21 billion gallons of advanced biofuels by 2022 (Energy Independence and Security Act of 2007). However, additional tax credits for advanced biofuels made no progress in Congress. Oil companies had no financial incentive to ensure cellulosic ethanol refineries got off the ground. 3 Note: All events referenced below are fictional, though they are intended to speak to plausible future occurrences based on the logical confines of this particular scenario. February 28, 2014 27 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 By 2018, petroleum refiners and blenders, tired of purchasing cellulosic biofuel waiver credits when they fell short, realized they would not hit their RFS2 targets for 2022 and petitioned policymakers for legislative relief. The advanced biofuel industry also pushed for changes to the policy because they could not meet the requirements. Policymakers accepted these realities and policies supporting second generation bioenergy technologies eroded. By the end of this period, cellulosic technology remained unable to break into commercial use. The slow pace of development and investment in cellulosic biofuels undermined, and led to the expiration of, RFS2 in 2022. In general, investors became less attracted to a broad range of new bioenergy technologies, leading to a reduction in investments. First generation biofuels continued production and in 2022 corn ethanol production peaked at 25 billion gallons per year, while biodiesel reached 2 billion gallons per year. Meanwhile, GTL and other fossil technologies rapidly advanced, leading to adoption of new fossil technologies in the US. Energy experts accepted the idea that world energy needs could not be met without fossil fuels, and attention shifted to development of fossil technologies. By the end of 2025, the US government made a strong policy commitment to supporting GTL and CTL technologies. Natural gas producers invested in new shale gas extraction techniques with great success. Advances in horizontal drilling and hydraulic fracturing techniques—as well as improved seismic surveying, drill bits, steering systems, and instrumentation monitoring equipment— contributed to higher success and recovery rates, reduced cycle times, lowered costs, and shortened the time required to bring new shale gas production to market. In 2020, a major breakthrough in natural gas extraction technology caused the available supply of natural gas to increase and natural gas prices to mostly stabilize. Shale gas was the prime example of successful technology deployment in an otherwise challenging environment. Through an educational campaign, the natural gas industry convinced consumers that shale gas fracturing posed little environmental threat. Partially due to this education effort, supply development efforts were not hindered by environmental concerns. The fracturing process was subsequently buffered against future water pollution concerns. Investment in natural gas technology skyrocketed. Greenhouse gas emissions steadily increased throughout the time period, but support for GHG reduction policies eroded in the US as fewer Americans considered climate change as a threat to themselves. Japan, Russia, and Canada declined to support an extended Kyoto Protocol in 2012. A binding successor to Kyoto was not agreed upon until 2013, followed by a lengthy ratification process in national parliaments. The successor to Kyoto, agreed upon in Beijing in late 2014, continued without US ratification. In the new agreement, China agreed to reductions in GHG emissions. China's leadership and that of other countries looked for low carbon fuels to maintain economic growth while controlling and ultimately reducing carbon emissions. February 28, 2014 28 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 After discovery of a formation of black shale larger than Marcellus, the US seized on a goal of energy independence. The idea caught on with a public tired of being tied to potential Middle East instability, causing policymakers to focus on developing domestic fossil fuel sources. Coupled with disinterest in climate change, the desire to increase domestic supply of fossil fuels led to relaxation of rules that restricted offshore drilling in Atlantic states and mountaintop removal mining. As the era continued, dramatic increases in the domestic supply of oil, natural gas, and coal gave the US unprecedented energy independence. Politicians looking to reduce the size of the Federal government reduced the budget of the EPA in 2024, limiting its ability to enforce existing environmental regulations. During the same timeframe, Section 526 of the Energy Independence and Security Act (EISA) was revoked, meaning that Federal agencies were able to procure alternative or synthetic fuels for mobility-related use even if the emissions of that fuel are greater than emissions from conventional fuel produced from petroleum. The Department of Defense (DoD) moved to procure fuels produced synthetically with higher carbon footprints. At the same time the US was rolling back legislation supportive of advanced biofuels, GM crops gained wide acceptance among European countries seeking to provide food for burgeoning populations. China and developing African nations also embraced GM technologies during the end of this period. Considered a leader in GM agricultural technology, the US benefited financially from the investment in new research. With greater productivity on existing agricultural land now possible, the "food versus fuel" debate was quieted with respect to biofuels. 2026 Through 2040 To remain energy independent, the US continued to focus on increasing domestic natural gas and coal production, and invested in technology to make the process cheaper and more efficient. The natural gas market stabilized and regulated prices, enabling it to compete with oil as an automobile fuel. Although the demand for natural gas increased, just-in-time production enabled by shale gas supplies eliminated price volatility. Prices did not rise dramatically and remained competitive with other energy sources. As a result, power plants made long-term investments in natural gas power generation. CTL technology continued to become more efficient and remained competitive with the cost of oil and natural gas. CTL penetration reached 10% of US consumption. The overall increased supply of fossil fuels led to lower fuel prices. The US made agricultural policy a priority as its population continued to grow. Agricultural productivity became a high priority and a new Federal grant program encouraged innovation. Many factors contributed to increased agricultural productivity. New technologies increased pest resistance and drought tolerance. Genetic modifications enhanced desired crop traits such as increased resistance to herbicides and improved nutritional content. Double- February 28, 2014 29 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 cropping and intercropping became popular ways to increase land efficiency, attenuate land nutrient loss, and maintain soil fertility. The price of fertilizer tracked the decreasing price of fossil fuels, resulting in an overall increase and intensification of fertilizer use in the US Farmers used telecommunication and GPS technologies to monitor crops and apply fertilizer and water more precisely. Due to low transportation costs globally, food distribution systems grew substantially. These practices led to a global food surplus, with agricultural yields, productivity and efficiency increasing around the world. Changes in land use also occurred during this time period. With transportation fuel increasingly less expensive, many opted to live further from cities, exacerbating the trend of urban sprawl in many areas of the US. Due to a more conservative fiscal philosophy and a subsequent de-emphasis on environmental programs, the USDA reduced the Conservation Reserve Program (CRP), leaving more land available for agriculture, energy production and other types of development. Domestic fossil fuel production continued to increase, reaching record levels. Accordingly, domestic GHG emissions continued to increase with decreasing fossil fuel prices. The increase in production was actively supported by government policies encouraging innovation and relaxing environmental restrictions that enable offshore drilling and CTL to prosper. This led to a reduction of oil imports, and by 2040, North America was fuel independent. Globally, many countries were increasingly concerned with GHG emissions and Europe supported increased environmental regulation. Fossil fuel prices in most countries remained higher than in the US because these countries lacked their own domestic fossil resources or were unwilling to use them. While US population growth was steady, the world's population hit 8 billion in 2035. Rapid economic and population growth in China, India, and other countries created a significant demand for low-Carbon energy. China's desire to diversify its energy mix and Europe's more stringent environmental laws created a market for US exported first generation bioenergy. 2041 Through 2050 Environmentally, the effects of global climate change became more apparent in this era. Global CO2 concentrations continued to rise at a linear pace. By this time, obvious landscape changes had occurred. The Greenland and Antarctic ice sheets continued melting rapidly, (contributing to a sea-level increase of 50cm) and the Northwest Passage was free of ice by 2045. Global mean surface temperature increased 2 degrees Celsius (3.6 degrees Fahrenheit) from 2000 to 2050. Climate change increased the risk of infectious diseases in some areas of the world, including malaria, dengue fever, yellow fever, and encephalitis. Higher temperatures, in February 28, 2014 30 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 combination with rainfall intensification, prolonged disease transmission seasons. The global population at risk for vector-borne malaria increased by 220 million by 2050, with increased risk particularly in Africa, but also in Britain, Australia, India, and Portugal. Climate-related increases in sea surface temperature and sea level led to higher incidence of water-borne infectious and toxin-related illnesses, such as cholera. As temperatures increased, incidences of these diseases were more widespread, killing millions. Developing nations without established public health systems were hit particularly hard. Combined with very low birth rates in developed nations, population growth slowed considerably in many areas of the world. However, by 2050 there were approximately 10 billion people, despite a slowing growth rate. In this era, agricultural developments continued, enabling the agricultural system to keep pace with the world population's demand for food. For example, high-resolution remote sensing contributed to precision farming by assessing leaf area development and crop cover at field scale during the growing season to inform irrigation and fertilizer and pesticide applications. As temperatures rose, the net effect of warming and precipitation changes temporarily benefited US agriculture and were favorable to agricultural productivity. Despite overall abundance, in many parts of the world regulatory oversight and accountability regarding the food supply remained weak. By 2040, water quantity and quality in the US had been affected by gas drilling, hydraulic fracturing, mountaintop removal mining, and other fossil extractions. To combat this, desalinization was used for coastal regions, but for landlocked states water was a precious resource. At the end of the era, breakthroughs in the shale gas fracturing process included using air, as opposed to water, for shale gas extraction. Due to multiple advances in fracturing, the natural gas supply remained strong and investments in GTL technologies led to further innovation. CTL penetration achieved 25% of US volume. By 2050, the US biofuel market was mainly serving countries with subsidies for biofuels due to their GHG reduction or energy diversification policies. In the same year, US biodiesel exports reached 5 billion gallons per year and US corn ethanol production peaked at 35 billion gallons per year. Woody biomass exports also continued due to the international market demand. February 28, 2014 31 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 "Road Signs" - Indicators of the Future Note: Road signs represent recent factual developments that foreshadow the future described in the above scenario. Financing woes stall cellulosic ethanol production "Citing continued low volumes of cellulosic ethanol production, EPA announced last week that it would slash targets for 2012 from 500 million gallons of cellulosic ethanol to between 3.45 million and 12.9 million gallons. EPA cited the industry's shaky progress in recent years in its explanation for the cuts. 'Currently there are very few, if any, facilities consistently producing cellulosic biofuel for commercial sale. Announcements of new projects and project funding, changes in project plans, project delays, and cancellations occur frequently,' EPA said in a statement explaining its proposed 2012 production targets." - 9 News Now, June 27, 2011 Advanced biofuels 'will stall without tax credit' "Seattle: Developers of advanced or second-generation biofuels, such as cellulosic ethanol, confront myriad challenges—from technology development to sustainable feedstock supplies and commercial distribution systems. 'In the near term, however, the seemingly intractable hurdle confronting the advanced biofuel industry is access to capital to support the timely development of commercial-scale projects,' write more than 30 advanced biofuel companies in a letter to the heads of key financial committees in the House and Senate." - Recharge News, March 12, 2010 Global warming not considered a major threat by many in developed nations "Concern over climate change has taken a back seat to economic concerns in developed nations, a recent poll indicates. The economy concerns and more immediate environmental issues, such as air and water pollution, water shortages, waste disposal and use of pesticides, have edged out climate change concerns among Internet users worldwide poll by Nielsen." - International Business Times, August 28, 2011 US lower 48 states' natural-gas output rises "NEW YORK (MarketWatch) - US natural-gas output in the lower 48 states hit a record in June for the shale-gas era, rising slightly from upwardly revised May figures, according to government data released Tuesday. Gross natural-gas production rose by 0.1% in June to 69.47 billion cubic feet a day, the Energy Information Administration said in a closely watched February 28, 2014 32 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 monthly report. The May production figure was revised higher, to 69.39 Bcf a day, from 69.22 Bcf a day." - The Wall Street Journal, August 30, 2011 Pa. natural gas production rises 60 percent "SCRANTON, Pa. - Pennsylvania's Marcellus Shale drilling industry is posting huge gains in production. The state's 1,632 working Marcellus wells produced 432.5 billion cubic feet of natural gas through the first six months of the year, a 60 percent increase over the amount of gas reported for the last six months of 2010, according to Department of Environmental Protection statistics released this week." - The Wall Street Journal, August 18, 2011 February 28, 2014 33 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 4.3. SCENARIO 2 NARRATIVE: CARBON CONSCIOUS Agricultural Productivity Outpaces Global Food/Feed Demand 4L Scenario 7; Fossil Future Non- Competitive Price/Cost of Biofuels Scenario 2: Carbon Conscious x- Scenario 3: Bioenergy Boutiques Highly t Competitive Price/Cost of Biofuels -1/ Scenario 4: Wasteless World \ I Global Food/Feed Demand Outpaces Agricultural Productivity Global Energy and Greenhouse Gas (GHG) Pact Drives Technology Innovation and Environmental Conservation and Results in Food, Feed, and Biofuel for the World End State: 2050 This is a world in which there is a comprehensive energy and greenhouse gas (GHG) pact that has robust global participation, including countries such as the United States, Australia, Brazil, Japan, China, and India, among many others. The Pact includes global cap and trade and provides international standards for full fuel lifecycle accounting of the direct and indirect carbon impacts to accurately capture energy consumption and environmental impacts. It is designed to limit carbon emissions, place large disincentives on deforestation, and discourage conversion of natural land for any reason. The Pact is largely credited for curbing rising temperatures, such that the realized change is only 0.5°C (0.9°F). The Pact also spurs technology innovation in clean, low-carbon energy. In the US, performance standards are strengthened to reduce GHG emissions and satisfy the global energy/GHG pact. These performance standards target emissions in myriad sectors, such as power generation (e.g., new and existing facilities), agricultural production (e.g., tractor usage) and consumer products (e.g., light-duty, personal automobiles and lawnmowers). Additionally, the emission standards and renewable fuel standards (RFS) approach is framed through the lens of the global energy/GHG pact. The pact also includes an increase in Corporate Average Fuel Economy (CAFE) standards. The RFS is revised so that corn ethanol, given its February 28, 2014 34 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 carbon output, is phased out, and second and third generation biofuels emerge as leading liquid fuel sources. With the passage of an energy/GHG pact and a Federal agricultural policy that provides for conservation and controls on agricultural production to protect environmental quality across the board, there are significant technological advances in sustainable agricultural productivity. Major strides are made in practices such as double-cropping, intercropping, cover cropping, ocean farming, and shore farming that cause agricultural productivity to steadily rise in a sustainable, cost-effective manner. Additionally, advances in small-scale desalinization make technology cost effective and allow regionally distributed use of brackish and saline water for agricultural production, particularly for farming in coastal states, and direct human consumption. In this world, the population stabilizes at 9 billion people and a relatively stable global political world exists. The advances in agricultural productivity and improvements in crop yields enable the world to stay ahead on agriculture and biomass productivity, and efficiency improvements in US agricultural production, such as small-scale desalinization, intercropping, and double-cropping, are transferred to non-developed countries. Able to produce food to feed their own populations, these countries now require fewer agricultural imports from the US and other countries. After a series of antibiotic-resistant bovine- and avian-borne pathogen scares between 2026 and 2036, there is a global leveling off on the demand for meat protein (i.e., the average per capita consumption of animal products drop). Additionally, meat-based diets are not widely adopted in developing nations. The decreased demand for meat-based protein reduces feed and land requirements globally. This, combined with significant technological advances in sustainable agricultural productivity coupled with the Federal agricultural policy, put lands with high environmental value into permanent easements. To help facilitate this conversion, the Conservation Reserve Program (CRP) acreage cap is raised and exceeds the all-time high of 36.8 million enrolled acres in 2007. In this world, dramatic technological advances in the refining process make production of cellulosic-based energy sources efficient and economically feasible. Given that these energy sources yield a greater net energy benefit and results in much lower GHG emissions, cellulosic- based energy emerges as a leader in a culture where "the world is going green." Additionally, only modest improvements in battery technology are realized and the energy density of liquid fuels is never matched. This generates incentive for capital investment in biofuel technology. Advances in technology and the regionalization of biomass production provide for a portfolio of second and third generation biomass in the production of biofuel. This portfolio consists of: 40% energy crops, specifically perennial grasses; 40% algae; 10% mixed native prairie grass; and 10%) residues and wastes, primarily from agricultural production and wood residue. February 28, 2014 35 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 In addition to a variety of biomasses, the US markets employ varied energy sources in transportation. Due to substantial investments, including investment from the military and the lack of advancements in battery technology, heavy duty transportation (e.g., aviation and shipping) relies on liquid biodiesels. Additionally, light duty transportation in suburban and rural environments uses liquid biofuels. Finally, light duty transportation and mass transit in urban environments is electrified, with electricity supplied by biomass. Overall, there is limited, if any, fossil fuel based energy sources for transportation. Today Through 20254 In the early years of this era, the incidents and intensity of severe weather across the globe were ever-present, with droughts, tornadoes, hurricanes, flooding, and tsunamis dominating the news and causing extreme distress and damage to people's lives and property. The US alone experienced more than 60 $1 billion-plus natural disasters between 2011 and 2014, making them a routine and devastating part of life in the US. For example, by September 2011, the US had experienced 10 such disasters, nearly exhausting the Federal Emergency Management Agency's (FEMA) budget. Globally, the natural disaster disruptions/emergencies caused instability in many countries and the need for US military support and other aid. In the Middle East, countries such as Saudi Arabia, Kuwait, Qatar, and Libya were particularly hard hit by weather-related natural disasters causing increased oil prices around the globe. These events drove prices to an all-time high of $180 per barrel. Spurred by the continued need to cut costs, particularly due to the need to deploy US personnel to address disruptions and emergencies globally, the US military increased investment in the development of second and third generation biofuels. After successful flights by an MH- 60S Seahawk helicopter using a 70% biofuel/30% petroleum blend made from second generation biomass and a Command Ship driven by 100% algal-derived distillate, the Department of Defense (DoD) viewed second and third generation biofuels as promising new technologies for future fuel consumption. Together, the US Department of Agriculture (USD A), US Department of Energy (DOE), and DoD invested up to $510 million with private sector companies to manufacture biofuels from second and third generation biomass, as well as make infrastructure upgrades in equipment to prevent leakage of alternative fuels. In 2015, a consortium of top scientific research universities published a study, the Climate Change and Disasters Report, which showed a correlation between the increase in the severity of global natural disasters and GHG emissions. This report was widely publicized in the 4 Note: All events, company names, and newspaper sources and titles referenced below are fictional, though they are intended to speak to plausible future occurrences based on the logical confines of this particular scenario. February 28, 2014 36 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 US and around the world. In the US, the report pressured lawmakers to take action given the toll the recent natural disasters had on people's finances and property, as well as the US budget. Driven by the Climate Change and Disasters Report, continued natural disasters, sky- rocketing oil prices, and increased military costs due to foreign deployments, the US joined with other countries to forge a global energy and greenhouse gas (GHG) Pact in 2016. The Pact included global cap and trade and provided international standards for full fuel lifecycle accounting of the direct and indirect carbon impacts to accurately capture energy consumption and environmental impacts. The full fuel lifecycle accounting includes GHGs consumed and lost in production, generation, transportation, distribution, and consumption of fuels, rather than limiting evaluation to the point the energy is used. The global energy/GHG pact was designed to favor clean, low carbon energy and steadily curb GHG emissions over several decades. It placed restrictions on the biggest pollutants, managed transportation to slow or reduce emissions from automobiles, and made better use of renewable energy sources—such as solar power, wind power, and bioenergy—in place of fossil fuels. The global energy/GHG pact permitted GHG emissions trading and emissions permits, which allowed nations that were able to easily meet their targets to sell credits to those that were not. Additionally, the Pact placed large disincentives on deforestation and discouraged conversion of natural land for any reason. Implementation of the pact was scheduled over 10 years with specific GHG emissions targets to be met by 2024. Australia, Brazil, Japan, and a number of Western and Eastern European countries were the first to adopt the Pact. In 2016 the US passed an amendment to the Clean Air Act that established more stringent domestic performance standards to reduce GHG emissions. The standards outlined in the Clean Air Act amendment specifically targeted emissions in a myriad of sectors, such as power generation (e.g., existing and new coal power plants and petroleum refineries), agricultural production (e.g., tractor usage), and consumer products (e.g., light-duty, personal automobiles and lawnmowers). In the power generation arena, electric utilities were required to reduce emissions 15% below the most efficient base load plant at the time in the US, by 2024. During this time period, the Renewable Fuel Standard 2 (RFS2) remained intact until the passage of the global energy/GHG pact. In 2018, US EPA created RFS3 to further reduce GHG emissions. These standards generated greater growth in cellulosic ethanol use. RFS3 required fuel suppliers to reduce the lifecycle emissions of the fuels they sell on an average per-gallon basis. Rather than promoting particular technologies, fuel suppliers were free to choose how they met the emissions targets. For example, fuel suppliers could blend lower-carbon biofuels, such as cellulosic ethanol, into the gasoline they sell; sell low carbon biofuels for use in flex fuel vehicles; or reduce emissions from the refining process. The RFS3 also completely phased out corn ethanol over the next 20 years by requiring second and third generation biomass be used. February 28, 2014 37 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 The global energy/GHG pact, domestic performance standards implemented in the Clean Air Act Amendment of 2016, and RFS3 spurred investment in technology development in a variety of low carbon energies, such as wind, solar, and bioenergy, particularly liquid biofuels. The US Federal Government introduced subsidies for research and development for low or no carbon emitting energy producers. Following the adoption of an global energy/GHG pact, the Clean Air Act Amendment of 2016, and RFS3, investment opportunities were numerous and increased rapidly to develop and bring agricultural technologies to market that would allow the US to meet the initial GHG goals required by 2024 and employ more productive, sustainable agricultural practices. For example, advances in small-scale desalinization made the technology cost-effective and allowed regional use of brackish and saline water for agricultural production, particularly in coastal states, and for direct human consumption. Advances made in ocean farming allowed for the more efficient production of algae and halophytes for biomass. Algae was also produced through co-location with nutrient-rich wastewater and CO2 from other industrial processes. Finally, cellulosic ethanol experienced breakthroughs in its refining and production processes to make pretreatment, fermentation with yeast alternatives, and process integration methods cheaper and more effective. Agricultural productivity steadily rose, with more farmers experimenting with double- cropping, consecutively producing two crops on the same land in one year, and intercropping, simultaneously cultivating two or more crops on the same land in a growing season. These practices helped augment and steady net farm returns and improved non-renewable inputs (e.g., using water more efficiently). Integral to these practices was the use of energy crops, such as perennial grasses like switchgrass and giant miscanthus, in intercropping given the passage of the global energy/GHG pact and the desire to identify and use low carbon energy sources. 2026 Through 2040 Around 2026, a series of widespread contamination scares began from antibiotic-resistant bovine- and avian-borne pathogens in industrially produced meat in the United States, Europe, and China. These pathogens, such as Staphylococcus aureaus, persisted for more than 10 years, causing sickness worldwide. Due to this series of pathogen scares, there was a global leveling off on the demand for meat protein, which eventually led to a reduction in feed and land requirements. In addition to the domestic performance standards and RFS3, Federal agricultural policy was developed to help satisfy the global energy/GHG pact. This policy called for more sustainable agricultural practices in agricultural production. Specifically, the policy discouraged fertilizer and pesticide usage to achieve gains in productivity. Farmers, who had been experimenting with double and intercropping and cover cropping in the first era, were fully February 28, 2014 38 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 supported by the land use policies of the USD A, which forced farmers to take a long-term perspective on the value of land by limiting conversions. Additionally, it encouraged farmers to implement a suite of conservation and best management practices in production. These included measures such as diversifying harvesting practices and creating a mosaic of habitat (e.g., switchgrass production alongside wheat production), selecting crop species and varieties well suited to local soils and climate and making the most efficient use of non-renewable resources and on-farm resources. Overall, the Federal agricultural policy strengthened conservation and controls on agricultural production to protect environmental quality. As a result of the agricultural policy and the leveling off on the demand for meat protein, land with high environmental value started to transfer into permanent conservation easements (e.g., off-limits category). To help facilitate this conversion, the USDA increased the CRP's acreage cap to record high levels of enrollment Moreover, advances made in small-scale desalinization, ocean farming, and cellulosic ethanol refinements made prior to 2026 burgeoned. The industry and investors continued to see the value of their sustainability. In 2026, a global summit was held to renew the energy/GHG pact. This second iteration of the Pact gained robust global participation, with China and India, among other countries, joining the existing participants. In this Pact, specific GHG emissions targets were refined to include more stringent requirements. The standards were increased for electric utilities so that 25% GHG emission reductions were required by 2050. One outcome of the Pact was that energy companies, including multi-nationals, were now held financially accountable for environmental problems they created globally. With the cap and trade aspects of the global energy/GHG pact renewed, the demand for permission to emit GHGs in the US drove up the price for permits. This resulted in an influx of capital for technology investments for low carbon fuels. This new capital supported the maturation of a variety of low carbon energy technologies, such as wind, marine hydro-kinetic, biofuel, and biomass to electricity, all competing to be the most reliable, cost-efficient, and lifecycle carbon efficient technology. 2041 Through 2050 Dramatic improvements seen in efficiencies in US agricultural production, such as intercropping, began to take hold in non-developed countries. Able to produce food to feed their own populations, these countries required fewer agricultural imports from the US and other countries during this time period. Also during this time, the move away from western, meat- based diets continued to take hold globally as people, many of whom were still troubled by the pathogen scares between 2026 and 2036, bought into the many health and environmental benefits of this diet. Overall higher quality of life led to relatively low population growth, particularly in February 28, 2014 39 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 the US, but also worldwide. These trends resulted in a stabilization of the global population to approximately 9 billion. Battery technologies did not progress sufficiently enough to become a viable option for long-range transportation. This fact, coupled with investments in alternative fuels in 2015 by the military, allowed liquid biofuels to rapidly begin to dominate the market in long-range and heavy-duty transportation (e.g., aviation, shipping). In the urban environments, light-duty transportation and mass transit were electrified with biomass. In the competitive marketplace of low carbon energies, second and third generation liquid biofuels emerged as leader in light-duty transportation in suburban environments due to the abundance of biomasses and an efficient, economically feasible refining process. In addition to the refining process, liquid biofuels emerged because substantial infrastructure changes were not required for the transportation of biomasses. The marketplace began to use a portfolio of second and third generation biomasses, including energy crops, such as switchgrass, algae, mixed native prairie grasses, and residues and wastes, all of which were produced in a regionalized fashion. For example, switchgrass and mixed native prairie grasses were used in the Midwest, while algae production dominated in urban and coastal areas. At the end of this era, as emission targets were met and sustainable land use practices were implemented, steady improvements in air quality, water quality, soil conservation, and biodiversity were realized. February 28, 2014 40 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 "Road Signs" - Indicators of the Future Note: Road signs represent recent factual developments that foreshadow the future described in the above scenario. Time to brace for the next 9/11: The biggest threat to America isn't terrorism. It's the wrath of Mother Nature. All told, Hurricane Irene killed 43 people in the United States, and estimates of the damage range up to $20 billion. That's just a little taste of things to come. Whatever the cause—greenhouse gases, natural warming, or both—rising temperatures and sea levels already are breeding bigger more intense hurricanes and more dangerous storm surges. Former vice president A1 Gore, the teller of so many inconvenient truths about climate change, says it is "absolutely" a national security issue. "We can expect continued increases in the frequency and severity of extreme floods, droughts, wildfires, storms and other events," he says. "We need to begin the process of preparing for the disasters that are to come." - Newsweek, September 12, 2011 Drug-resistant bacteria found in grocery meat Researchers have found high levels of bacteria in meat commonly found on US grocery store shelves, with more than half of the bacteria resistant to multiple types of antibiotics, according to a study released on Friday.... "Staph causes hundreds of thousands of infections in the United States every year," [Dr. Laura] Price said in an interview. "It causes a whole slew of infections ranging from skin infections to really bad respiratory infections like pneumonia."... Price said the most significant findings from the study aren't the level of bacteria they found, but rather how the bacteria in the meat was becoming strongly resistant to antibiotics farmers use to treat the animals they slaughter.... "Antibiotic resistance is one of the greatest threats to public health we face today." - Renters, April 15, 2011 Emerging powers call for extending global climate deal Brazil, South Africa, India, and China said Saturday that November's UN climate talks should aim to extend the Kyoto Protocol, the only binding global deal to cut greenhouse gases. The four key emerging powers—seen as critical to the success of any future effort to combat climate change—said keeping Kyoto alive should be the "central priority" at the key UN summit in South Africa. -AFP, August 27, 2011 February 28, 2014 41 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 US Navy tests algal-derived fuel The US Navy has conducted a full power demonstration of a 100 percent, algal-derived distillate fuel using a Riverine Command Boat. The test by Naval Sea Systems Command took place in Norfolk, Virginia... ."Our primary mission for Navy energy reform is to increase war fighting capability, both strategically and tactically," said Rear Adm. Philip Cullom, director of the Chief of Naval Operations Energy and Environmental Readiness Division, which leads the Navy's Task Force Energy. "From a strategic perspective, we are reducing reliance on fossil fuels from unstable locations. Tactically, efficient use of energy resources extends our combat range and use of non-petroleum fuels assures multiple supplies are available." - UPI, October 25, 2010 Feed the future research forum Food security and sustainable production are two buzz phrases that go hand in hand in today's global environment. Even discussion among American policy makers seems to revolve around the phrases "food secure" and "sustainably produced." A research forum of more than 300 stakeholders of global hunger relief and sustainable productivity from the US and around the world will gather in Washington for a research forum to discuss the direction of Feed the Future's research going forward... .Feed the Future (FTF), a global hunger and food security initiative by the US Government, has a vested interest in gathering research to advance the productivity frontier, transform production systems, and enhance nutrition and food safety. - AgWeb.com, June 19, 2011 February 28, 2014 42 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 4.4. SCENARIO 3 NARRATIVE: BIOENERGY BOUTIQUES Agricultural Productivity Outpaces Global Food/Feed Demand Non- Competitive Price/Cost of Biofuels V Scenario 3: Bioenergy Boutiques A. Scenario 1: Fossil Future \ Scenario 2: Carbon Conscious Highly ^ Competitive Price/Cost of Biofuels Scenario 4: Wasteless World Global Food/Feed Demand Outpaces Agricultural Productivity Innovations in Agriculture and Bioenergy Do Not Keep Pace with the Economic and Demographic Needs of the Global Marketplace, resulting in World Food Shortages, Food's Triumph in the Food vs. Fuel Debate, and the Non- Competitiveness of US Bioenergy Except for Niche Markets End State: 2050 This is a world in which a perfect storm of climate, environmental, and population factors have accelerated world hunger resulting in pockets of political unrest. Today, the world's landscape and climate are quite different than in 2011: the Earth's temperature has risen by 2°C (3.6°F), droughts are more common, sub-Saharan Africa is almost completely desertified, and the oceans are the most acidic they have ever been. Communities have attempted to shift agricultural production and fishing operations to new, more suitable areas to adapt to these climate changes but have been unable to do so at a fast enough rate. In addition, the world's population is expected to reach 9.3 billion this year, spurred by years of above-average population growth in developing nations across the world, most notably in Africa. In addition, in spite of more intensive and extensive farming, world cropland yields still remain significantly below projections made in the 2010s. To compound productivity issues, economic and logistical issues continue to plague developing nations. Moreover, political unrest in some parts of the February 28, 2014 43 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 world has further separated the "have's" and "have not's": the gap between rich and poor, who has food and who doesn't, who has access to medical care and who doesn't, is ever-growing. However, there are glimmers of hope on the horizon. The US agricultural industry, in comparison to many other countries, is doing well. Although some other countries had difficulty adapting to climate change issues and continued to experience depressed productivity levels, the US has been able to adapt by adjusting irrigation systems and introducing higher yielding crop varieties that are drought and heat resistant. As a result, agricultural export levels are the highest they have ever been. Additionally, global yield in the past five years has increased, due in part to the Agricultural Technology Sharing Programs deployed by the US to diminish the widening gap. With this upswing in agricultural productivity, countries are beginning to make inroads in the feeding of their populations, not to mention that producers are feeling the positive economic effects of this fact. However, this is a recent development, and much work is left to be done to transform these glimmers into a reality for the majority of the world. In this world, in which the fight to feed the world's population is the foremost concern, food is the winner in the food vs. fuel debate and energy production from food-based biomass is virtually nonexistent. While some non-food-based bioenergy has found a home in niche markets, the bioenergy industry as a whole is not competitive relative to other energy sources. In the US, this non-food-based bioenergy survives due to government subsidies and is used primarily by the military in an effort to further reduce dependence on foreign oil. Bioenergy currently in use includes fuels that are supported using sustainable residue and waste feedstocks, have high energy density, and are drop-in replacements for petroleum fuel. In general, aside from those subsidized by the government, commercial biomass production is not as economically viable as was expected in 2011. A case in point is corn-based ethanol: the higher demand for agricultural land and food production, the resulting persistence of higher corn prices, and an overall shift in US priorities put corn-based ethanol out of production. Tensions over food supply and climate change-related problems result in enacting a carbon policy and support for an Agriculture Technology Sharing Program in an attempt to reduce global instability. Overall, US energy needs are being met by a portfolio of energy sources. Light vehicles are primarily electrified, using compressed natural gas (CNG), and/or are fueled using coal-to-liquid (CTL) or gas-to-liquid (GTL) technology. Carbon capture and storage (CCS) technologies have recently been commercialized in hopes of reducing greenhouse gas (GHG) emissions that have continued to rise due to the widespread use of fossil fuel technologies. Heavy vehicles are using CNG, CTL, GTL, diesel and biodiesel in limited quantities, while maritime transport uses primarily diesel, nuclear, and some biodiesels. Power is generated by coal, natural gas, wind, solar, hydropower, and some biomass. In general, the markets have spoken: CNG and fossil fuel-based technologies are more profitable than biomass conversion and as such, are the winners. February 28, 2014 44 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 Today Through 20255 The BRICS (i.e., Brazil, Russia, India, China, and South Africa) countries continued to experience an economic boom during this period, leading to a corresponding rise in their GDP per capita. This was coupled with a concurrent increase in the growth rate of the human population, which increased from 1.16% in 2011 to 1.29% in 2025; this growth occurred at a more rapid pace than expected due to the fact that fertility did not decline as quickly as expected in some developing countries, in addition to a slight fertility increase in several wealthier countries. As world population increased, so too did the demands for food and energy. Although initially agricultural productivity increased to meet the food demand, worldwide demand grew faster than supply beginning in 2015. This prompted localized famines in developing nations around the world due to food price increases and local supply shortages, which were brought on both by actual shortages and problems with the logistics infrastructure. The initial supply shortages were compounded by the fact that world crop yields grew at only .5% per year, which fell short of the 1.4% estimated growth projections. The slow growth in crop yields was largely attributed to the world's continued reliance on relatively inexpensive agriculture inputs (e.g., seeds, seedlings, irrigation water, pesticides, fertilizer), as opposed to investing in the development of precision agriculture techniques or genetic advancements. For example, at the beginning of this period, North India began planting early maturing high-yielding wheat and rice. This allowed producers to double crop, such that they were able to harvest wheat in time to plant rice. Although this increased land productivity to a point, the technique could not keep pace with the food demand, prompting localized famines within India and neighboring regions. As food prices continued to rise during this period, unrest spread to key petroleum producing countries, leading to petroleum supply disruptions. As the situation worsened, the International Energy Agency (IEA) issued a series of urgent warnings about the potential for sustained supply disruptions and the expected repercussions that would have on world markets. Although the US was able to "ride out" the supply disruptions using its reserves, the disruption once again called attention to US dependence on foreign energy and sparked a renewed focus on finding additional domestic reserves. As the international situation became direr, environmental concerns related to offshore oil exploration and production were largely put on a "back burner" due to widespread public outcry over rising gasoline prices. Moreover, the Renewable Fuel Standard (RFS) cellulosic requirement was revised down in 2018. Four years 5 Note: All events, company names, and newspaper sources and titles referenced below are fictional, though they are intended to speak to plausible future occurrences based on the logical confines of this particular scenario. These references are distinct from sign posts at the end of each scenario narrative that are in fact actual quotes from news sources. February 28, 2014 45 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 later in 2022, government leaders decided against extending the overall RFS2 program due to the high cost in meeting mandates. The international oil supply situation also focused attention on finding alternative sources of energy to supply the US military. Prompted by the success of a partnership between the US Departments of Agriculture, Energy, Air Force, Navy, and the private sector to invest in advanced drop-in aviation and marine biofuels, the Department of Defense (DoD) expanded the partnership department-wide, including establishing a DoD Biofuel Council to work in close cooperation with the White House Biofuel Interagency Work Group. After substantial military research and development (R&D) investments throughout this period, a large breakthrough in conversion technology associated with converting biological feedstocks (i.e., algae) and residues (e.g., corn stover, woody biomass) to fuel became a viable technology in 2021 but continued to need government support to compete in the market. Although DoD continued to supply R&D funding to obtain reliable sources of biofuels to reduce dependence on foreign petroleum, a lack of funding and interest in further development of most first generation biofuels led to their stagnation. This lack of funding and interest was motivated primarily by market factors: US agricultural producers responded to the worldwide food shortages and high food prices by converting larger portions of arable land to food, not fuel, crops. Therefore, first generation biofuels became less profitable to produce, as demand for agricultural land and food production continued to rise. In addition, for the corn-based ethanol industry, higher corn prices and the expiration of US government subsidies further reduced its profitability. However, in some regions of the US, small bioenergy markets developed using locally available feedstocks as a way to avoid the prohibitive costs associated with long-range feedstock transportation. In these highly regionalized markets, biofuels were produced in small, localized refineries primarily using oil (e.g., waste oils, soybean oils), agricultural and forestry waste/residues, and urban waste. Overall, US energy policy focused on the investment in domestic sources of energy for transportation. As horizontal drilling and hydraulic fracturing techniques continued to make the production of natural gas increasingly economical, the US government funneled R&D money into the development of affordable compressed natural gas (CNG) powered vehicles and natural gas fueling stations. As a result, natural gas became cheaper than gasoline as a transportation fuel, which prompted a decrease in the cost of natural gas vehicles. Continued efficiencies in new battery technology were also achieved. In addition, the US built several CTL and coal-biomass-to-liquid (CBTL) plants on a demonstration scale. 2026 Through 2040 As the world population continued to grow at 1.29%, global food production was not able to meet demand, leading to additional localized famines and driving up world food prices. In February 28, 2014 46 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 addition, as governments strove to meet food demands, international climate policy was largely abandoned, leading to a rise in GHG emissions and fairly significant changes in world climate. These changes included the acceleration of desertification, most significantly in Africa. In addition, as the concentration of carbon dioxide rose in the atmosphere, ocean acidification accelerated and ocean current patterns shifted, which led to the collapse of fisheries around the world. This in turn further strained land-based food resources by increasing demand for land- based sources of protein; this fact, combined with the overall rise in global demand for food, meant that marginal lands were increasingly used to grow crops. Also during this time period, the Indian monsoon failed to materialize for the second year in a row, leading India to rely more and more heavily on imports to feed its rapidly growing population. During this period, the US too began to feel the effects of climate change, particularly the Midwestern US, which experienced several consecutive years of drought. Fortunately, the Southeastern US was able to compensate for this loss by moving more land into production, including some CRP lands, employing irrigation systems, and utilizing drought and heat resistant crop varieties. Additionally, US population growth remained moderate. While the US continued to subsidize R&D related to biofuels, these biofuels did not become competitive in the free market, due to high conversion costs and higher demand for agricultural land. Instead, CNG became the most cost-competitive of all available liquid fuels for light-duty vehicles. In addition, the charging infrastructure for electric vehicles expanded broadly, prompted by advances in battery technology, in addition to the establishment of significantly more renewable energy in the grid. In sum, 75% of US light-duty vehicles were powered by either CNG or electric-power. Notably, due to the high cost of CCS technologies and the lack of a carbon policy, CCS technologies were not used, which contributed to the extreme climate effects experienced worldwide. As the demand for food continued to increase, land use changes occurred, such that corn was replaced by other food crops, thereby driving corn prices up to $20 per bushel. This, combined with the push towards primarily drop-in fuels, led to the conversion of the last US corn ethanol facility into a biobutanol facility. Two leading biofuels producers supported these facility conversions as part of a multi-billion dollar DoD contract aimed at improving America's energy independence. Globally, the proportion of personal income allocated to food increased. High commodity prices sapped the world's ability to consume other goods and services, both in the US and abroad. Given that context, global instability resulting from worldwide food shortage and climate change led to widespread support for a US carbon policy. 2041 Through 2050 February 28, 2014 47 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 World food shortages continued, especially in the Middle East and Asia, due in part to a reduction in Australian exports resulting from six consecutive years of drought. In addition, as fisheries continued to collapse and plant-based protein prices increased, world per capita meat consumption declined for the first time in history. To meet the growing demand for more plant-based proteins and to help reduce food shortages, the US exported approximately 40% of its agricultural production during this period, as compared to the 19.2% exported in 2008. Investments in more precise irrigation systems and development of higher yielding drought- and heat-tolerant crop varieties, coupled with moderate expansions onto more marginal lands, helped boost agricultural production. The strong export market helped improve the US economy to the point where it began establishing and funding agricultural technology sharing and assistance programs for foreign nations to boost their agricultural productivity. Congress enacted an Agriculture Technology Sharing Program to further strengthen the US position, optimize current technology, and disrupt the negative path toward world food shortages. In 2045, the world began to see a reversal in previous trends partially due to US assistance and technology sharing programs: global agricultural productivity began to increase, and improvements were seen in the logistics infrastructure, such that more food reached more people. Although there was marked progress, many problems still existed. Unrest in Central Asia over pervasive food shortages and a lack of government response to them sparked riots that turned violent. In addition, mass migration continued in Africa, as desertification continued. As the impacts of climate change became more apparent, the US developed a comprehensive carbon policy. One significant change as a result of the policy was the use of CCS technologies at all GTL, CTL and CBTL conversion plants. In the presence of the new policy, the percentage of liquid fuel supplied by GTL/CTL/CBTL conversion briefly dipped; however, quick advances were made in CCS technology and commercialization, such that GTL/CTL/CBTL conversion increased significantly. Light duty vehicles were heavily electrified during this period with an additional mix of CNG, GTL, CTL, and CBTL fuels sources; heavy duty vehicles were fueled by a mix of renewable diesel, CNG, GTL, CTL, and CBTL. Renewable diesel was used because it could be produced and distributed using existing refineries and fuel-distribution systems and had approximately the same energy density as conventional diesel. CAFE standards are no longer seen as relevant since the light duty fleet is mostly electrified, which exceed previous standards. Niche, boutique uses of bioenergy also continued during this period. For instance, the US military furthered its investments in bioenergy R&D and as such, renewed its contract with Algal Systems and BuDesign. After many years of subsidization, sustainably produced drop-in biofuels succeeded subsidy-free exclusively in the aviation industry. These biofuels finally made it to the February 28, 2014 48 DRAFT—DO NOT CITE OR QUOTE ------- 1 commercial fleet due to innovation in their production, storage, and distribution, though 2 petroleum is still the major fuel source. February 28, 2014 49 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 "Road Signs" - Indicators of the Future Note: Road signs represent recent factual developments that foreshadow the future described in the above scenario. USGS: Marcellus has 84 trillion cubic feet of recoverable natural gas, far higher than thought "The US Geological Survey said Tuesday that the Marcellus Shale region contains some 84 trillion cubic feet of undiscovered, recoverable natural gas, far more than thought nearly a decade ago. Tuesday's figure is much higher than the last government assessment in 2002, which suggested about 2 trillion cubic feet of recoverable gas." - Associated Press, August 24, 2011 President Obama announces US will invest up to $510 million in biofuels to power military and commercial transportation President Obama today announced that the US Departments of Agriculture, Energy and Navy will invest up to $510 million during the next three years in partnership with the private sector to produce advanced drop-in aviation and marine biofuels to power military and commercial transportation. - White House Press Release, August 16, 2011 Record droughts, floods and fires strain food markets' resilience UNITED NATIONS — A string of devastating natural disasters many are attributing to climate change has sent food prices on a roller coaster ride, leading to fears of a wave of climate- induced food price shocks of the sort that sparked rioting in the developing world two years ago. -New York Times, August 13, 2010 USDA grant to study benefits of irrigation in southeast Supported by [a $2.2 million] USDA grant, Dr. Richard McNider, from The University of Alabama in Huntsville, leads a team that will spend the next four years studying the environmental and economic impacts that widespread expansion of irrigated agriculture might have in the Southeast..."If the forecasts for climate change are accurate, the dry Western states will get drier and the wet states will get wetter," said McNider. "Whether we have climate change or not, the Western region is very likely to return to the 'normal' climate of the previous 500 years, which is much drier than the climate of the past 100 years." - Neighbors, a Publication of the Alabama Farmers Federation, a Member of the American Farm Bureau Federation, August 1, 2011 February 28, 2014 50 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 Coal-to-liquid fuels poised for a comeback Converting coal into liquid fuels is known to be more costly than current energy technologies, both in terms of production costs and the amount of greenhouse gases the process emits. However, with the rise in energy prices that began in 2008 and concerns over energy security, there is renewed interest in the conversion technology... The study found that, without climate policy, CTL might become economical as early as 2015 in coal-abundant countries like the United States and China. In other regions, CTL could become economical by 2020 or 2025. Carbon capture and storage technologies would not be used, as they would raise costs. In this scenario, CTL has the potential to account for about a third of the global liquid-fuel supply by 2050. - MITnews, Joint Program on the Science and Policy of Global Change, June 9, 2011 PA awards $1.3 million grant for coal-biomass-to-liquids plant The state of Pennsylvania has awarded a $1.3 million grant to Accelergy Corporation to enable construction on their integrated coal-biomass-to-liquids (CBTL) facility to move forward. The CBTL plant is located at Intertek PARC, located at the U-PARC facility in Pittsburgh. Prior to this award, the company received a $175,000 grant for a feasibility study that included recommended site locations. Once completed, the pilot plant will prove out Accelergy's coal to liquids technology and provide the base needed to move to commercial scale technologies. - Algal Biomass Organization, April 28, 2011 February 28, 2014 51 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 4.5. SCENARIO 4 NARRATIVE: WASTELESS WORLD Non- Competitive Price/Cost of Biofuels V Agricultural Productivity Outpaces Global Food/Feed Demand Scenario 3: Bioenergy Boutiques A. Scenario 1: Fossil Future \ Scenario 2: Carbon Conscious Highly ^ Competitive _ * Price/Cost of Biofuels Scenario 4: Wasteless World Global Food/Feed Demand Outpaces Agricultural Productivity Careful Consideration of Resource Utilization in Conjunction with Competing Demands for Agricultural Bi-Products Leads to Strong Non-Crop Based Biofuels Industry End State: 2050 This is a world in which global land scarcity, coupled with major technology breakthroughs, results in a position of market strength for non-crop based biofuels. Resource constraints serve as an impetus for using all potential energy inputs. In 2050, the world is experiencing global food shortage as a result of lagging agricultural productivity innovation, high population growth, climatic changes, and shifts in diet preferences. The food shortage is driving millions of people to emigrate from their countries of origin where some political unrest is occurring to more developed, stable nations, and the US represents one of the most desirable destinations. The US population is currently 452 million, which has outpaced US Census Bureau projections by about 50 million. Much of this population growth is due to immigration However, in the US, the combination of stagnating agricultural productivity caused by warming, drying, and an influx of immigrants has led to land scarcity. Marginal lands are brought into production where possible, and CRP management rules are relaxed. The US biofuel industry is heavily impacted by land scarcity in that crop-based sources are economically unfeasible. February 28, 2014 52 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 The true winners are non-crop based biofuel energy sources. In particular, algae, residual wood-based biomass, and municipal solid waste (MSW) are fully commercialized. The breakthroughs that have occurred in algae production and waste water used in algae growth allow for cost-effective algal biomass lipid technology. Additionally, production of wood-based biofuel and bio-products is economical at the commercial scale. Even MSW, a formerly doubted biofuel source, has made great gains in conversion efficiency and has seen greatly expanded production. In short, producing drop-in fuels is now cost-competitive and feedstock independent. US governmental policy helps to promote a robust non-crop based biofuels industry. Energy policy supports bioenergy and technology research and development through a steady funding stream. Policymakers maintain a laissez faire attitude towards fiscal policy in their attempts to drive down interest levels on debt, thereby freeing up private capital for investment in bioenergy. Environmental policy buttresses the biofuels industry in that it allows use of all available resources, including wood and waste products, which supports the most efficient resource usage possible. The current pervasive resource scarcity shapes the regionalized nature of the biofuels market. Each region of the US produces biomass feedstocks that are indigenous to the area. Feedstock conversion and end-user consumption also take place in a regionalized manner. Several competing modes comprise the transportation market. Vehicle electrification is popular in urban areas where battery re-charging stations flourish, while liquid fuels are the predominant option in rural and exurban areas. The light-duty vehicle market is largely electrified, with 50% of the market being solely electrified, whereas the heavy-duty vehicle market is largely dependent on liquid fuels. Due to the dependence of many sectors of the transportation market on liquid fuels, biofuels have a significant entree into the transportation market. Today Through 20256 As the tide of industrialization spread across the developing world, China became the fastest growing automobile market. This new automobile habit, coupled with continued high automobile usage in the developed world, led to unprecedented demand for gasoline. Given the relatively fixed worldwide supply of oil, oil prices rose precipitously to record highs. Between 2011 and 2025, the price of a barrel of crude oil was regularly above $150, with occasional spikes near $200. Realizing that oil prices were likely to remain high, US consumers increasingly began demanding alternatives to petroleum. In particular, consumers demanded that the substitute energy source be transparent and secure in its production, delivery, and usage. 6 Note: All events, company names, and newspaper sources and titles referenced below are fictional, though they are intended to speak to plausible future occurrences based on the logical confines of this particular scenario. February 28, 2014 53 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 The importance of developing an alternative energy source to petroleum was heightened by geopolitical realities. The Arab Spring of 2011 produced decidedly mixed results. While democracies sprouted up in several countries, resource distribution continued to be uneven, as much of the petroleum-based wealth remained concentrated in the hands of very few citizens. This continuance of cartel-driven oil policy was typified by OPEC's lasting influence on the petroleum market. Instability in many of the principal oil exporting countries impressed upon US consumers and policymakers alike the importance of developing an energy source that would loosen the US's dependence on foreign oil. High oil prices and the public's recognition of the need to move away from purchasing Middle Eastern oil was the momentum the bioenergy industry needed to enter the transportation sector with bioproduct alternatives. Specifically, industry experts pointed to market opportunities for investors beyond first and second generation biofuels. Food crop-based and cellulosic ethanol were judged to be non-cost competitive, while the value of non-crop based feedstocks was finally realized. The trend in the US and throughout the world towards increasing land scarcity drove the biofuels industry further away from crop-based biofuels. The effects of climate change and a slowing pace of innovation on the part of agricultural science led to a stagnation in agricultural productivity. In conjunction with increasing population, the net effect was twofold: an increased price of land and food shortages in certain parts of the world. With the backdrop of high land prices and food shortage, serious investment in crop-based biofuels became unlikely, as most farm land had been dedicated to food production. US economic policy bolstered the development of non-crop based biofuels. Economic policy embraced a laissez-faire, conservative model, which helped to free up capital to spur industry innovation. As non-crop based biofuels were being developed, the Federal government provided Research and Development (R&D) funding to more quickly diversify biofuels technology away from crop-based sources. Steady federal government investments for non-crop biofuels between 2011 and 2025. Energy policy also allowed a strong non-crop-based biofuels industry to develop. As was foreshadowed by the overwhelming Senate vote to end billions of dollars of ethanol subsidies during the 2011 budget crisis, the Federal government ultimately discontinued all food crop- based subsidies and all blending subsidies for ethanol in 2014. This removal of market distortions signaled the death knell for the crop-based sector of the biofuels industry. The Energy Independence and Security Act of 2007 (EISA) was replaced by an energy policy aimed at technological innovation. A critical impact of the Renewable Fuel Standard (RFS) was to raise the cognizance of policymakers regarding the importance of biofuel usage as part of a sustainable energy future, but also to convince them that crop-based ethanol should not comprise a significant portion of the ethanol industry moving forward. By 2025, more stringent February 28, 2014 54 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Corporate Average Fuel Economy (CAFE) standards and greenhouse gas tailpipe standards were fully implemented. 2026 Through 2040 While many countries saw the benefits of rapid development of biofuels, a food disparity quickly surfaced. The stratification that came to light juxtaposed rapidly developing countries whose citizens were adopting Western diets and underdeveloped and undeveloped nations who were suffering from acute food crises. The end result of both phenomena was the same: added pressure on the US and world agriculture systems. The increasing demand for meat in rapidly developing nations pushed the US and other countries to produce increasing levels of poultry, beef, and pork, which exacerbated water quantity and quality issues, in addition to land pressures. The US relaxed rules governing CRP lands, such that more grazing and haying rotations were possible. Ultimately, the world agriculture production system was unable to keep pace with increased demand, which led to price increases and food insecurity. The US responded to food crises in the developing world by exporting food to stricken areas. While food aid was able to forestall major famine, it provided only a "band aid" solution, as climate refugees spurred by food pressures fled to the US by the millions. The coupled net effect of these trends was pressure on the US and world agricultural production system not seen since World War II. Interest and enthusiasm for capital investment in crop-based biofuel production waned. The key developments that allowed the biofuel industry to prosper were rapid technology breakthroughs and infrastructure development. The technologies needed to produce drop-in fuels from algae blossomed. Renewable oil in the form of algae became a high volume reality. Multiple methods of algae-based oil production became effective, including a sunlight-driven photosynthetic process and a heterotrophic process utilizing plant sugars. Algal science progressed to the point where microalgae systems began producing at least 30 times more energy per unit area than most second-generation biofuels, which solidified algal-oil as a leading biofuel source. Additionally, a series of definitive studies found that, from cradle to grave, algal oil emits far less carbon dioxide than fossil fuels. Despite the incredible successes of algal oil science, industry insiders recognized that additional biofuel sources were needed to meet the surging liquid fuel demand. Given the ever- present resource scarcity issue, there was a strong focus on using locally available feedstocks. Two of the most successful were wood-based biomass and MSW. In the southeast and northwest US, a reliance on wood-based biomass became central to the transportation fuel make-up. The critical factor precipitating this trend was the realization on the part of policymakers that the US's forestland was overstocked. A careful consideration of the ecological benefits associated with clearing some previously untouched forestland for biofuels usage led to the requisite forest policy change that allowed for additional wood biofuel production. February 28, 2014 55 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 In urban areas, there was a massive upsurge in using a wide range of MSW, including discarded furniture, appliances, yard wastes, and organic food scraps, among many other types. Local infrastructure changes opened the door for greater local power generation via MSW, which included MSW being generated for electric plug-in vehicles. A critical technical breakthrough in the MSW field was improving the pyrolysis process. Scientists were able to develop conversion techniques through which large quantities of oxygen were removed from the MSW, and sustained the strength of the reaction beyond what was previously possible. The legislative environment for non-crop based biofuel production was favorable. Congressional decision makers recognized the market opportunities for biofuels derived from algae, wood, and MSW and responded by maintaining stable research and development funding for those energy sources. This constant funding stream ensured the rapid technological advancement that was necessary for the biofuel industry. The advancement of non-crop based biofuels was buoyed by the relatively weak market position of other energy sources. A severe accident involving a major US natural gas pipeline, along with several studies which exposed the extent of negative groundwater impact of natural gas hydraulic fracturing, changed the public's perception of natural gas. Natural gas was viewed as a risky energy source, which weakened the position of compressed natural gas in the transportation fuels market. This relative weakness, an increase in regulations, the growing politicization of the natural gas industry, and economic consequences of a NIMBY mentality with regard to pipelines paved the way for further market penetration on the part of biofuels. 2041 Through 2050 Full commercialization of non-crop based biofuels was achieved. Whereas in earlier years non-crop based biofuel technology existed but was not commercially available on a large scale, scalability of non-crop based biofuel technology was achieved in this time period. In the algae market, companies' ability to produce large quantities of algal-oil both outdoors through photosynthesis and indoors through a heterotrophic process was a major boon in that algae facilities could be constructed nearly anywhere. In the wood-based biofuel market, industry leaders became skilled at using residues and other wood-derived products in the most efficient manner possible. MSW producers added previously un-utilized urban waste streams to their slew of feedstocks and vastly expanded their geographic reach. The net result was the full commercialization of drop-in fuels with a feedstock-independent conversion process and minimal consumptive water use. US non-crop based biofuel companies possessed the premier conversion technologies in the industry. In addition to flooding the US market, they also exported their technologies overseas, notably to European and Asian markets. Furthermore, most of the feedstocks used for biofuels originated in the country where the conversion and usage took place, thereby decreasing February 28, 2014 56 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 transportation costs associated with production. Two principal factors paved the way for this energy market penetration. The first was pervasive worldwide food shortage, which was caused by food demand from a global population of 11 billion outpacing agricultural productivity. The second factor was widespread water scarcity, exacerbated by an average increase in global temperatures of 1°C (1.8°F) due to climate change, increasing population and industrial processes' reliance on fresh water. These realities, coupled with a decreasing supply of easily accessible oil and safety concerns with natural gas production, made non-crop based drop-in fuels an attractive option, as their production required little water and used readily available feedstocks. The triumvirate of algae, woody biomass, and MSW dominated the international market just as it did in the US market. February 28, 2014 57 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 22 23 24 25 26 "Road Signs" - Indicators of the Future Note: Road signs represent recent factual developments that foreshadow the future described in the above scenario. Algae can replace 17 percent of US imported oil: PNNL research "Growing algae for biofuel, while being water-wise, could also help meet congressionally mandated renewable fuel targets by replacing 17 percent of the nation's imported oil for transportation, according to a paper published in the journal Water Resources Research." - Biofuels Digest, April 14, 2011 It's a go for MSW-to-ethanol plant near Chicago "A long-proposed municipal solid waste (MSW)-to-ethanol project in Lake County, Ind., has locked in the financing needed to construct the facility and is expected to undergo construction in July. Powers Energy of America Inc. plans to construct a 42 MMgy facility in Schneider, Ind., approximately 35 miles south of Chicago, which will begin producing ethanol and electricity in 2013." - EthanolProducer Magazine, June 17, 2011 Business booms at B.C. bioenergy project "A bioenergy plant at the University of Northern B.C. is performing better than expected, giving its Vancouver-based developer credibility to expand into new markets. . . 'It's a watershed,' that 'validates use of woody biomass as a clean energy system,' BC Bioenergy Network executive director Michael Weedon said." - Vancouver Sun, August 25, 2011 February 28, 2014 58 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 5. CONCLUSIONS The scenarios described in this report represent four divergent storylines of potential developments in important drivers of bioenergy futures. These drivers include policies and regulations, economic growth, social and demographic processes, technological advancements, environmental conditions, and evolution of the transportation and energy sectors. Exploring different paths that these drivers can take leads to differentiation of the storylines. For example, policies that encourage use of fossil fuels can lead to less development of advanced bioenergy domestically, though global demand for bioenergy could still drive substantial domestic production. Alternatively, an energy policy that supports bioenergy and technology research can facilitate breakthroughs with respect to second and third generation biofuels, though economic factors may still limit the penetration of these biofuels into domestic energy markets. As experience with biofuel production grows and the biofuel industry continues to evolve, these initial scenarios should be expanded and updated to reflect current information or concerns. These scenarios represent an initial step in the development of more quantitative and comprehensive environmental impact assessments, lifecycle analyses, and other modeling. First, the scenarios depict distinct sets of plausible, internally consistent assumptions about the future of the biofuel industry. The narratives and their specific scenario elements, such as type of biofuel feedstock, agricultural productivity, energy prices, and population growth, can serve as guidelines for the parameterization of quantitative models described in Appendix C, for example. Parameterization of such models with these four scenarios will result in a set of analyses that can inform decision makers of the outcomes of potential policy choices. Using this set of scenarios across different models, agencies, and institutions facilitates the comparison of the model outputs, because underlying assumptions will be consistent. This allows potential comparisons among the scenarios of the level of GHG emissions, types of land use changes, and shifts in agricultural commodities, for example. Such comparisons across a broad range of environmental impact assessments, lifecycle analyses, and modeling would provide an important foundation for informing biofuel policies, particularly if these scenarios are utilized by other agencies and organizations in addition to the EPA. February 28, 2014 59 DRAFT—DO NOT CITE OR QUOTE ------- 1 GLOSSARY 2 Advanced Biofuel - A renewable fuel, other than ethanol derived from corn starch that has life 3 cycle greenhouse gas (GHG) emissions that are at least 50 percent less than lifecycle GHG 4 emissions from petroleum fuel. A 60 percent reduction in GHG is required from cellulosic 5 biofuels to get credit for being an "advanced" biofuel. 6 Biomass-Based Diesel - Biomass-based diesel includes non-co-processed renewable diesel, 7 which does not use the transesterification technology. 8 Black Swan ("wild card;" "disruptor") - A single event or a major step change that would 9 significantly change the business environment and the industry. 10 Cellulosic Biofuel - A renewable fuel derived from lignocellulose (i.e., plant biomass comprised 11 of cellulose, hemicellulose, and lignin that is a main component of nearly every plant, tree, and 12 bush in meadows, forests, and fields). Lignocellulose is converted to cellulosic biofuel by 13 separating the sugars from the residual material, mostly lignin, and then fermenting, distilling, 14 and dehydrating this sugar solution. 15 Conventional Biofuel - refers to ethanol derived from corn starch that does not lead to at least a 16 50 percent reduction in greenhouse gas emissions compared to petroleum. 17 Likely Truths - Future outcomes and characteristics that can be predicted with a high level of 18 probability of occurrence. 19 Transportation Fuel - Fuel that is used in motor vehicles, motor vehicle engines, non-road 20 vehicles, or non-road engines (except for ocean-going vessels). 21 Trend - Driving force that is in the pipeline. Its direction, timing, and scope of change are fairly 22 predictable. Trends should be reflected either implicitly or explicitly in all scenarios. 23 Uncertainty - Driving force that may or may not be in the pipeline. Its direction, timing, and 24 scope of change are virtually impossible to predict. Uncertainties become the foundational 25 blocks for scenario plots. February 28, 2014 60 DRAFT—DO NOT CITE OR QUOTE ------- 1 REFERENCES 2 Wilson, I. and Ralston, W.K. (2006). The Scenario Planning Handbook. Thomson/South- 3 Western Educational Pub., Crawfordsville, IN. 4 Schwartz, P. (1991). The Art of the Long View. Doubleday, N.Y., N.Y. 5 US EPA (Environmental Protection Agency). (2005) Energy policy act of 2005, Pub. L. No. 6 109-58, 119 Stat. 594. 7 US EPA (Environmental Protection Agency). (2007) Regulation of fuels and fuel additives: 8 Final rule. Available online at http://www.epa.gov/otaq/renewablefuels/rfs-finalrule.pdf. 9 US EPA (Environmental Protection Agency). (2010a) Regulation of fuels and fuel additives: 10 Changes to renewable fuel standard program: Final rule. Available online at 11 http://www.regulations.gov/search/Regs/contentStreamer?objectId=0900006480ac93f2&disposit 12 ion=attachment&contentType=pdf. 13 US EPA (Environmental Protection Agency). (2010b) Renewable fuel standard program (RFS2) 14 regulatory impact analysis. EPA-420-R-10-006. Available online at 15 http://www.epa.gov/otaq/renewablefuels/420rl0006.pdf. 16 US EPA (Environmental Protection Agency). (2012) Biofuels and the environment: the first 17 triennial report to congress. US Environmental Protection Agency, Washington, DC; 18 EPA/600/R-10/183F. Available at http://cfpub.epa.gov/ncea/cfm/recordisplay.cfm?deid=217443. February 28, 2014 61 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 APPENDIX A: PARTICIPANTS This section contains a list of participants who participated in the two-day workshop and contributed to final scenario development in follow-up conference calls. Paul Argyropoulos, US EPA, Office of Transportation and Air Quality Mr. Argyropoulos is a Senior Policy Advisor in EPA's Office of Transportation & Air Quality. He is responsible for providing advice and analysis to the Office Director on a broad range of transportation program issues with a focus on fuels. He chaired EPA's intra agency work groups for the national renewable fuels standard programs implemented under both the Energy Policy Act of 2005 and the Energy Independence and Security Act of 2007. Bruce Babcock, Ph.D., Center for Agricultural and Rural Development - Iowa Dr. Babcock is a professor of economics and the director of the Center for Agricultural and Rural Development at Iowa State University. His research interests include understanding agricultural commodity markets, the impacts of biofuels on US and world agriculture, the development of innovative risk management strategies for farmers, and the analysis of agricultural and trade policies. Britta Bierwagen, Ph.D., US EPA, Office of Research and Development, National Center for Environmental Assessment Dr. Bierwagen is a Physical Scientist with the National Center for Environmental Assessment in the Office of Research and Development at the US EPA where she works on issues related to global change, biofuels, ecosystems, and water quality. Recently, she assisted with the preparation of US EPA's first Report to Congress on the environmental consequences of biofuels. Randy Bruins, Ph.D., US EPA, Office of Research and Development, National Exposure Research Laboratory Dr. Bruins is a Senior Environmental Scientist in the US EPA's Office of Research and Development. At EPA's National Exposure Research Laboratory, he is co-leading the Future Midwestern Landscapes Study, an examination of ecosystem services in the Midwestern US with special emphases on the implications of biofuels development and the use of conservation practices. Marilyn Buford, Ph.D., US Forest Service February 28, 2014 62 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 Dr. Buford is the National Program Leader for Quantitative Ecology Research at the US Department of Agriculture (USDA) Forest Service, Research and Development (R&D) office. Her responsibilities include program leadership for quantitative ecology research within Forest Service R&D; shared responsibility for carbon sequestration, biomass, and productivity R&D; specialist in biometrics, modeling, system processes, and soil productivity; and shared liaison with the Department of Energy (DOE) for climate change and bio-based products and bioenergy. Brian Bush, Ph.D., US DOE, National Renewable Energy Laboratory Dr. Bush is a Principal Strategic Analyst in the Strategic Energy Analysis Center in DOE's National Renewable Energy Laboratory. His research interests include energy modeling methodologies, and his expertise includes energy and infrastructure modeling, simulation, and analysis. Vince Camobreco, US EPA, Office of Transportation and Air Quality Mr. Camobreco is an Environmental Protection Specialist in the US EPA's Transportation and Climate Division. He has worked with the branch since 2006, focusing on the lifecycle greenhouse gas (GHG) impacts of renewable and alternative fuels. Christopher Clark, Ph.D., US EPA, Office of Research and Development, National Center for Environmental Assessment Dr. Clark is a Research Scientist at the National Center for Environmental Assessment. His research interests include the environmental impacts of biofuels, resilience of ecosystems and urban areas to climate change, and the impacts of global change on ecosystems and ecosystem function (esp. from climate change, land use change, and nitrogen deposition). His work on biofuels focuses primarily on the feedstock production phase and more recently on the development of integrated lifecycle assessments across the supply chain. Geoff Cooper, Renewable Fuels Association Mr. Cooper is Renewable Fuels Association's (RFA) Vice President of Research and Analysis. In addition to overseeing market analysis and policy research, he provides regulatory support and strategic planning for the association and its members. He also manages RFA programs related to sustainability and ethanol co-products. Bruce Dale, Ph.D., Michigan State University February 28, 2014 63 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 Dr. Dale is a professor of Chemical Engineering at Michigan State University. His research interests include utilization of cellulose and other renewable resources, rate limiting processes in biological systems, and modeling of integrated economic/environmental systems. Virginia Dale, Ph.D., Oak Ridge National Laboratory Dr. Dale is an Oak Ridge National Laboratory Corporate Fellow. Her primary research interests are in a landscape design for bioenergy, environmental decision making, land-use change, landscape ecology, and ecological modeling. Her current research involves working closely with resource managers to identify indicators of ecological change at different scales and to design models that can project regional changes in environmental conditions. Rebecca Dodder, Ph.D., US EPA, Office of Research and Development, National Risk Management Research Laboratory Dr. Dodder is Senior Physical Scientist at the National Risk Management Research Laboratory. Her research involves computer modeling of the US energy system and looks at the environmental impact of using biomass as a source of energy for transportation fuels, industrial energy, and electric power. Jennifer Dunn, Ph.D., Argonne National Lab Dr. Dunn is an Environmental Analyst in the Center for Transportation Research at Argonne National Laboratory, where she conducts life cycle analyses of transportation technologies including biofuels and battery-powered vehicles. Prior to joining Argonne, Jennifer was a Project Manager at URS Corporation and an Environmental Engineer at the US EPA. Jennifer holds a Ph.D. in Chemical Engineering from the University of Michigan. William Harrison, US Department of Defense (DOD) Mr. Harrison leads the Air Force Research Laboratory (AFRL) Energy Office. He is also a technical advisor to the Director of the Propulsion Directorate for fuels technology and energy, at the Air Force Research Laboratory (AFRL). Chad Haynes, Ph.D., Booz Allen Hamilton Dr. Haynes is a Consultant at Booz Allen Hamilton. He has served as an energy consultant to the DOE Advanced Research Projects Agency - Energy (ARPA-E), US Biomass Research and Development Board, US Air Force, and the USDA Agricultural Research Service. Jason Hill, Ph.D., University of Minnesota February 28, 2014 64 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 Dr. Hill is an assistant professor in bioproducts and biosystems engineering at the University of Minnesota. His research interests include the technological, environmental, economic, and social aspects of sustainable bioenergy production from current and next- generation feedstocks. Kristen Johnson, US Department of Energy (DOE) Ms. Johnson is a Presidential Management Fellow with DOE's Biomass Program. Steven LeDuc, Ph.D., US EPA, Office of Research and Development, National Center for Environmental Assessment Dr. LeDuc is a Forest Soil Scientist in EPA's National Center for Environmental Assessment. His research interests include the effects of biofuel feedstock production, particularly perennial grasses and woody crops, on soil quality. Dr. LeDuc also co-authored Biofuels and the Environment: the First Triennial Report to Congress. Scott Malcolm, Ph.D., US Department of Agriculture (USDA), Economic Research Service Dr. Malcolm is an agricultural economist in USDA's Economic Research Service Branch. He contributed to the report, "Ethanol and a Changing Agricultural Landscape," which summarizes the estimated effects of meeting EISA targets for 2015 on regional agricultural production and the environment. Sarah Mazur, US EPA, Office of Research and Development, Air Team Office of Science Policy Ms. Mazur is the National Chemical Sector Liaison within the Sector Strategies Program of the Office of Policy, Economics, and Innovation at the US EPA. Through Sector Strategies, she helps analyze performance drivers and barriers within the chemical sector and develop regulatory and voluntary initiatives to improve environmental performance and reduce excess burden. Andy Miller, Ph.D., US EPA, Office of Research and Development, National Risk Management Research Laboratory Dr. Miller is a Supervisory Environmental Engineer in the US EPA Office of Research and Development, National Risk Management Research Laboratory (NRMRL), Air Pollution Prevention and Control Division, (APPCD), Air Pollution Technology Branch (APTB). His research focus has been on characterization of emissions from combustion sources, including work on emissions from the combustion of emulsified fuels. Dr. Miller is currently the leader of the Biofuels/Bioenergy Research Team for NRMRL. February 28, 2014 65 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 Phil Morefield, US EPA, Office of Research and Development, National Center for Environmental Assessment Mr. Morefield is a Geographer in the EPA's Air, Climate and Energy Research Program. His main areas of research include land-use change modeling, assessing the impacts of climate and land-use change and evaluating the environmental effects of biofuels. Mr. Morefield also co-authored Biofuels and the Environment: the First Triennial Report to Congress. Roberta Parry, US EPA, Office of Water Ms. Parry is an Agriculture Policy Specialist at the EPA's Office of Water. During her 17 years with EPA, she has worked on a variety of legislative, regulatory, programmatic, and scientific agriculture issues. She has focused on collaborating with a wide variety of stakeholders to implement programs and encourage research that will protect bodies of water and drinking water supplies from agricultural sources of pollution. Donna Perla, US Department of Agriculture (USDA) Ms. Perla is on detail as the Senior Advisor of Bioenergy in the Office of the USDA Chief Scientist. She is on detail from the US EPA's Office of Research and Development where her work includes leading a Waste-to-Energy EPA network, assisting EPA's representative to the federal Biomass Research and Development Board, and coordinating EPA's participation in the DOE-led National Biofuel Action Plan. Caroline Ridley, Ph.D., US EPA, Office of Research and Development, National Center for Environmental Assessment Dr. Ridley is an Ecologist in the EPA's National Center for Environmental Assessment. She provides scientific support for water and energy policy decisions within and outside the EPA, by helping decision-makers understand risks to biological communities. She co-authored Biofuels and the Environment: the First Triennial Report to Congress. Roger Sedjo, Ph.D., Resources for the Future Dr. Sedjo is a Senior Fellow and the Director of Resources for the Future's (RFF) forest economics and policy program. His research interests include forests and global environmental problems; climate change and biodiversity; public lands issues; long-term sustainability of forests; industrial forestry and demand; timber supply modeling; international forestry; global forest trade; forest biotechnology; and land-use change. February 28, 2014 66 DRAFT—DO NOT CITE OR QUOTE ------- 1 2 3 4 5 6 7 8 9 10 11 12 13 Mark Segal, Ph.D., US EPA, Office of Pollution Prevention, Pesticides & Toxic Substances Dr. Segal US EPA Office of Pollution Prevention and Toxics (OPPT) since 1979 and participated in the initial development of the Biotechnology Program. He currently participates in intra- and interagency working groups developing guidance for microbial risk assessment as part of a group coordinating EPA's intra- and interagency biofuels related activities. Luke Tonachel, Natural Resources Defense Council Mr. Tonachel is a Vehicles Analyst with the Natural Resources Defense Council's climate and energy team. His work focuses on the environmental impact of mobility, and he is working on ways to promote cleaner and more efficient car and truck technologies. February 28, 2014 67 DRAFT—DO NOT CITE OR QUOTE ------- 1 APPENDIX B: SECONDARY RESEARCH SOURCES 2 The following set of reports, articles, and web pages were used to inform identification of 3 driving macro forces. Secondary Research Sources The Future of Biofuels - The Economist Biomass Multi-Year Program - DOE Biofuels in the US - Challenges and Opportunities - Desert Research institute Biofuels and the Environment: the First Triennial Report to Congress (External Review Draft) - EPA Renewable Fuels Standard (RFS) -EPA America's Energy Future - National Academies Challenge and Opportunity: Charting a New Energy Future - Energy Future Coalition Outlook for Energy: A View to 2030 - Exxon Mobil Integrated Energy Outlook - Internal ICF Energy Report Annual Energy Outlook 2009 & 2010 Early Release Overview - Energy Information Administration Transforming America's Power Industry: The Investment Challenge 2010-2030 - The Edison Foundation Renewable Revolution: Low-Carbon Energy by 2030 - WorldWatch Hard Truths: Facing the Hard Truths about Energy - National Petroleum Council A National Strategy for Energy Security - Energy Security Leadership Council February 28, 2014 68 DRAFT—DO NOT CITE OR QUOTE ------- 1 APPENDIX C: BIOFUEL MODELS AND PUBLICATIONS 2 The models listed in Table C-l present both primary and secondary impacts with respect 3 to biofuel production and consumption in various sectors, including transportation, electric 4 power sector, agriculture, land-use change, and biofuel blenders and fuel producers. Although a 5 few international models exist, they were not included in this memo as the international models 6 were only capable of a global analysis or an analysis specific to the European Union. February 28, 2014 69 DRAFT—DO NOT CITE OR QUOTE ------- 1 The models listed in Table C-l use lifecycle analyses to examine the impact of biofuel production. This table presents models that 2 estimate lifecycle impacts or use lifecycle impacts as part of the modeling framework. The basic data needs include the key drivers or inputs 3 required by model users. 4 Table C-l. Biofuel lifecycle models, descriptions, and basic data needs/inputs Model Name Description Basic Data Needs Biomass Scenario Model (BSM) BSM is used to understand the transition to biofiiels (specifically ethanol-based fuel) use in the transportation industry to 2017. The model uses supply chain framework to analyze and understand the feedback effects of production and consumption. • Feedstock production • Feedstock logistics • Biofuel production • Biofuel distribution • Biofuel end use Greenhouse gases, Regulated Emissions, and Energy Use in Transportation (GREET) GREET models the full lifecycle for a given transportation fuel/technology combination. The model is designed to allow researchers to input their own assumptions and generate fuel-cycle energy and emission results for specific fuel/technology combinations. • Fleet size, vehicle miles traveled (VMT), fuel economy • Fuel use • Biofuel feedstock source Peak/Poke software package Peek/Poke serves as a driver for GREET, allowing the user to introduce input data into the software and run simulations without having to modify the GREET code directly. The model first "pokes" the user-defined inputs into the GREET model via Visual Basic macros. Then the software runs the GREET simulation and "peeks" at the results by outputting them from the GREET report. • Fleet size, VMT, fuel economy • Fuel use • Biofuel feedstock source Matrix Organization Using Specific Energy (MOUSE) The MOUSE software works with GREET results to provide accurate accounting of mixed fuels that are not contained within GREET. MOUSE contains a matrix of GREET-calculated fuel lifecycle emissions and allows users to determine emissions for mixtures of fuel types, such as E85 (85 percent ethanol in diesel fuel). The software is designed to help blenders and fuel producers calculate emissions of fuel mixtures that are specific to their processes, compositions, and regions. • Mixed-fuel consumption • Fleet size, VMT, fuel economy • Fuel use • Biofuel feedstock source VISION VISION provides estimates of the potential energy use, oil use, and carbon emission impacts of advanced light- and heavy-duty vehicle technologies and alternative fuels through the year 2050. Model consists of 2 Excel workbooks: a Base Case of US • Vehicle market penetration • Fuel prices • Fuel blends • Ethanol feedstocks February 28, 2014 70 DRAFT—DO NOT CITE OR QUOTE ------- Model Name Description Basic Data Needs highway fuel use and carbon emissions to 2050 (to 2100 in 2008 and newer versions) and a copy (of the Base Case) that can be modified to reflect alternative assumptions about advanced vehicle and alternative fuel market penetration. • VMT • Vehicle costs The Long-range Energy Alternatives Planning System (LEAP) LEAP can be used to track energy consumption, production, and resource extraction in all sectors of an economy. It can be used to account for both energy sector and non-energy sector greenhouse gas (GHG) emission sources and sinks. • Fuel consumption, by sector (top-down) • Fuel consumption by devices, end-uses, and economic sectors (bottom- up) • Population, rates of urbanization, average household • GDP, interest and inflation rates • National energy policies and plans ERG Biofuel Analysis Meta-Model (EBAMM) The ERG Biofuel Analysis Meta-Model (EBAMM) provides a relatively simple, transparent tool that can be used to compare biofuel production processes among these six different biofuel studies and analyses. • Transport energy • Energy used in irrigation • Biorefinery Energy • Crop yields • Energy inputs for agricultural and biorefinery phase The Lifecycle Emissions Model (LEM) The model estimates energy use, criteria pollutant emissions, and C02-equivalent GHG emissions from a variety of transportation and energy lifecycles to 2050. • Modes of passenger freight transport • Vehicle cycle inputs • Fuel cycle inputs Biofuel Energy System Simulator (BESS) The BESS model is a software tool to calculate the energy efficiency, GHG emissions, and natural resource requirements of corn-to-ethanol biofuel production systems. The model provides a "cradle-to-grave" analysis of the production lifecycle of biofuels from the creation of material inputs to finished products. The model • Crop production (corn grain yield) • Biorefinery production performance, energy consumption February 28, 2014 71 DRAFT—DO NOT CITE OR QUOTE ------- Model Name Description Basic Data Needs evaluates a single corn-ethanol biorefinery and its surrounding feedstock crop production zone. • Cattle feedlot performance, transportation The Energy Choice Simulator The Energy Choice Simulator models the interaction of a wide range of Federal and State energy policies. These policies, along with an energy consumption baseline, provide a context for the simulation of economic decisions between now and the year 2050. It models the effect of various fuel policies on the price, quantity, and emissions from the transportation fuels sector. • Vehicle fuel efficiency • Biodiesel and ethanol capacity, prices, infrastructure costs, lifecycle emissions • Feedstock availability Biofuels Emissions and Cost Connection (BEACCON) model The Biofuels Emissions and Cost Connection (BEACCON) model was developed by Richard Plevin at UC Berkeley to calculate the costs of GHG reductions from ethanol. • Plant characteristics • Financing data • Plant energy supply • Energy prices The models presented in Table C-2 simulate changes in policy, economic, or resource conditions and evaluate resulting impacts on various sectors or areas of industry. Table C-2. Economic/policy analysis models, descriptions, and basic data needs/inputs Model Name Description Basic Data Needs Model for Estimating the Regional and Global Effects of Greenhouse Gas Reductions (MERGE) MERGE combines a bottom-up representation of the energy supply sector with a top-down representation of the remainder of the economy. The model quantifies alternative ways of thinking about climate change and explores alternate views on costs of abatement, damage from climate change, valuation, and discounting. • Capital costs • Labor costs • Energy consumption The Bureau of Economic Analysis (BEA) Regional Input-Output Modeling System (RIMS II) A tool for estimating the indirect impacts of changes in a local economy. The model and corresponding multipliers estimate how much a one-time or sustained increase in economic activity in a particular region will be supplied by industries located in the region. • Impacted region • Impacted industry • Initial changes in output, earnings, and unemployment The Impact Analysis and Planning (IMPLAN) model IMPLAN models the total regional economic effect of a given change, and splits the additional effects beyond the initial action into two categories: indirect and induced. Indirect effects are changes in interindustry transactions, or basically the supply and • Employment by industry • Income by industry February 28, 2014 72 DRAFT—DO NOT CITE OR QUOTE ------- Model Name Description Basic Data Needs distribution chains of the affected entity. Induced effects are the changed spending habits in the local economy and can disaggregate impacts into sectors of the economy. Policy Analysis System (POLYSYS) POLYSYS simulates changes in policy, economic, or resource conditions and estimates resulting impacts for the US agricultural sector. It is a structured system of interdependent modules simulating crop supply, demand and prices, livestock supply and demand, and agricultural income. • Land retirement • Crop prices and quantity • Environmental targets, constraints • International trade variables • Regional planted/harvested acreage • Regional market prices • National and regional yields • Export demand The Regional Environment and Agricultural Programming Model (REAP) REAP is designed for general-purpose economic, environmental, technological, and policy analysis of the US agriculture sector. REAP facilitates scenario—or "what if'—analyses by showing how changes in technology; commodity supply or demand; or farm, resource, environmental, or trade policy could affect a host of performance indicators important to decisionmakers and stakeholders. • Regional supply of crops and livestock • Commodity prices • Crop management behavior by crop, rotation, and tillage practice • Farm income • Environmental indicators Integrated Global System Modeling Framework (IGSM) An earth system model that comprises a multi-sector, multi-region economic component and science component that models the interaction between the economic and natural systems. • National and/or regional economic development • Emissions • Land-use change The models presented in Table C-3 simulate changes in agriculture and land management practices. Table C-3. Agriculture/land-use change models, descriptions, and basic data needs/inputs Model Name Description Basic Data Needs Forestry and Agricultural Sector Optimization Model-Greenhouse Gas FASOMGHG simulates the allocation of land over time to competing activities in both the forest and agricultural sectors. The model simulates the consequences for • Discount rate • Commodities February 28, 2014 73 DRAFT—DO NOT CITE OR QUOTE ------- Model Name Description Basic Data Needs Version (FASOMGHG) the commodity markets supplied by these lands and the net GHG emissions. The model was developed to evaluate the welfare and market impacts of public policies and environmental changes affecting agriculture and forestry. • Price and cost data • Demand • Supply/land inventory • Supply/biophysical yield Food and Agricultural Policy Research Institute (FAPRI) model FAPRI consists of several interlinked models that project national (US) and international agricultural commodity production, consumption, trade, prices, and land use. There are separate interlinked models for grains, oilseeds, livestock, sugar, dairy, and cotton. Recently, the FAPRI-Missouri University (MU) Biofuels, Corn processing, Distillers Grains, Fats, Switchgrass, and Corn Stover Model was developed. • Population, GDP, policy variables • Commodity inputs • Region of analysis • World prices, domestic prices, production, consumption, stocks, area harvested, yield Global Trade Analysis Project (GTAP) GTAP is a multi-region, multi-sector computable general equilibrium model that estimates changes in world agricultural production. It can estimate the impact of an economic event on the domestic and international agricultural sector. • Commodity inputs (ethanol from grains, and sugarcane, biodiesel from oilseeds • Biofuel production, costs Global Change Assessment Model (GCAM) (formerly known as MiniCAM) An integrated assessment model that combines a technologically detailed global energy-economy-agricultural-land-use model with a suite of coupled gas-cycle, climate, and ice-melt models. • Population, labor productivity growth in energy and land-use systems • Labor productivity • Renewable and non- renewable resources by grade • Regional energy conversion technologies • Regional land characteristics Soil and Water Assessment Tool (SWAT) SWAT is a river basin scale model developed to quantify the impact of land management practices in large, complex watersheds. The model predicts the effect of management decisions on water, sediment, nutrient, and pesticide yields with reasonable accuracy on large, ungaged river basins. • Watershed dimensions • Length of simulation • Precipitation • Temperature, humidity • Solar radiation • Wind speed • Surface runoff February 28, 2014 74 DRAFT—DO NOT CITE OR QUOTE ------- Model Name Description Basic Data Needs • Sediment erosion • Pesticide, bacteria in soil/runoff • Water quality • Plant growth The Environmental Policy Integrated The model was developed by USDA to simulate the impact of agricultural • Tillage management Climate (EPIC) Model management strategies on agricultural production and soil and water resources. practices • Soil temperature • Wind erosion • Snowmelt runoff and erosion • Precipitation • Solar radiation Agricultural Policy Extender (APEX) The model facilitates multiple sub-area scenarios and/or manure management • Tillage management model strategies, such as automatic land application of liquid manure from waste storage ponds. APEX extends the capabilities of the EPIC model to whole farms and small practices • Soil temperature • Wind erosion • Snowmelt runoff and erosion • Precipitation • Solar radiation watersheds. February 28, 2014 75 DRAFT—DO NOT CITE OR QUOTE ------- |