United States
Environmental Protection
^1	Agency
A National Assessment of
Change in Green
Infrastructure Using
Mathematical Morphology
Internal Report
The U.S. Environmental Protection Agency (EPA), through its Office of Research and Development (ORD),
partially funded, performed, and collaborated in the research described here. It is intended for internal EPA
use. Mention of trade names or commercial products does not constitute endorsement or recommendation
for use.
RESEARCH AND DEVELOPMENT

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EPA/600/S-09/029
September 2009
A National Assessment of
Change in Green
Infrastructure Using
Mathematical Morphology
Internal Report
James Wickham
U.S. Environmental Protection Agency
National Exposure Research Laboratory
Environmental Sciences Division
Landscape Ecology Branch
Research Triangle Park, NC
U.S. Environmental Protection Agency
Office of Research and Development
Washington, DC 20460
15624leb09

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APM 161 (FY 09)
Title: A national assessment of change in green infrastructure using mathematical morphology
PI: J. Wickham
Background
Green infrastructure is a popular framework for conservation planning. The main elements of green
infrastructure are hubs and links. Hubs tend to be large areas of natural vegetation and links tend to be
linear features (e.g., streams) that connect hubs. Within the United States, green infrastructure projects
can be characterized as: 1) reliant on classical geographic information system (GIS) techniques (e.g.,
overlay, buffering) for mapping; 2), mainly implemented by states and local jurisdictions, and; 3) static
assessments that do not routinely incorporate information on land-cover change. We used morphological
spatial pattern analysis (MSPA) as a complementary way to map green infrastructure, extend the
geographic scope to the conterminous United States, and incorporate land-cover change information.
MSPA applies a series of image processing routines to a raster land-cover map to identify hubs, links, and
related structural classes of land cover. We identified approximately 4,000 large (>100 hubs) networks
within the conterminous United States, of which 10 percent crossed state boundaries. We also identified a
net loss of up to 1.76 million ha of links and 1.72 million ha of hubs between 1992 and 2001. Our
national assessment provides a backbone that states could use to coordinate their green infrastructure
projects, and our incorporation of change illustrates the importance of land-cover dynamics for green
infrastructure planning and assessment.
Clients
The clients for our green infrastructure work include: 1) ORD Ecosystems Services Research Program, 2)
EPA Region III, 3) Landscope, and 4) The Conservation Fund. Our national green infrastructure maps
will constitute one element of the planned national atlas of ecosystem services. The national atlas of
ecosystem services is a research project for the ORD Ecosystem Services Research Program. EPA
Region III initiated development of a green infrastructure community of practice in 2009. The green
infrastructure maps were delivered to EPA Region III colleagues. The principal investigator also gave an
invited presentation on green infrastructure and landscape ecology at the EPA Region III Annual
Regional Science Workshop (Annapolis, MD, February 2009). Landscope (http://www.landscope.org) is
an online resource for the public and land-protection community that was developed by
NatureServe and the National Geographic Society. Landscape is posting our green infrastructure
products on their website. The Conservation Fund (http://www.conservationfund.org), a non-
governmental organization dedicated to advancing America's land and water legacy, became aware of our
green infrastructure products through contact with Landscope, and they too have expressed interest in our
work. An overview of our work was delivered electronically to The Conservation Fund.
Products
1)	MSPA maps for the conterminous United States for four edge widths and two points in time (ca. 1992
and ca. 2001). The maps are organized into nine regions.
2)	Ecological networks of connected hubs for two edges and two points in time (ca. 1992 and ca. 2001).
The maps are organized into nine regions.

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Examples of products
Graphics A, B, and C are examples of the first product, MSPA maps. The maps show changes in MSPA
classes based on using different widths, from narrow (A) to wide (C). Core areas (hubs) connected by
bridges comprise the second product (networks). Additional GIS processing was applied to the MSPA
maps to determine the hubs that were connected by bridges. Networks are not shown, but are easily
inferred from the example graphics of MSPA classes shown above.

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Publications and Presentations
Wickham JD, Riitters KH, Wade TG, Vogt P. accepted. A national assessment of green infrastructure
and change for the conterminous United States using morphological image processing. Landscape and
Urban Planning.
Wickham JD. 2009. (invited). A personal account of landscape ecology and green infrastructure with a
view towards future research considerations. EPA Regional Science Workshop, Green Infrastructure:
Linking People, Nature, and Landscapes through Sound Science, February 9-11, 2009, Annapolis, MD.
Supporting Publications
Wickham JD, Riitters KH, Wade TG, Homer CG. 2008. Temporal change in fragmentation of
continental U.S. Forests. Landscape Ecology 23:891-898.
Fry JA, Coan MJ, Homer CG, Meyer DK, Wickham JD. 2009. Completion of the National Land Cover
Database (NLCD) 1992-2001 Land Cover Change Retrofit product. U.S. Geological Survey Open-file
Report 2008-1397, Denver, CO.
Vogt P, Riitters KH, Estreguil C, Kozak J, Wade TG, Wickham JD. 2007. Mapping spatial patterns with
morphological image processing. Landscape Ecology 22:171-177.
Notice: Although this work was reviewed by EPA and approved for publication, it may not necessarily reflect official Agency policy.
Mention of trade names or commercial products does not constitute endorsement or recommendation for use.

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