United States Air and Radiation EPA420-R-02-005 Environmental Protection January 2002 Agency M6.HDE.004 svEPA Update Heavy-Duty Engine Emission Conversion Factors for MOBILES Analysis of BSFCs and Calculation of Heavy-Duty Engine Emission Conversion Factors $5b Printed on Recycled Paper ------- EPA420-R-02-005 January 2002 Heavy-Duty for Analysis of BSFCs and Calculation of Heavy-Duty Engine Emission Conversion Factors M6.HDE.004 Assessment and Modeling Division Office of Transportation and Air Quality U.S. Environmental Protection Agency Prepared for EPA by ARCADIS Geraghty & Miller, Inc. EPA Contract No. 68-C6-0068 Work Assignment No. 0-03 and 1-02 NOTICE This technical report does not necessarily represent final EPA decisions or positions. It is intended to present technical analysis of issues using data that are currently available. The purpose in the release of such reports is to facilitate the exchange of technical information and to inform the public of technical developments which may form the basis for a final EPA decision, position, or regulatory action. ------- UPDATE HEAVY-DUTY ENGINE EMISSION CONVERSION FACTORS FOR MOBILE6 Analysis of BSFCs and Calculation of Heavy-Duty Engine Emission Conversion Factors 05 May 1998 PREPARED FOR U.S. Environmental Protection Agency Motor Vehicle Emissions Laboratory 2565 Plymouth Road Ann Arbor, Michigan 48105 ------- Update Heavy-Duty Engine Emission Conversion Factors for MOBILES Analysis of BSFCs and Calculation of Heavy-Duty Engine Emission Conversion Factors Prepared for: U.S. Environmental Protection Agency Motor Vehicle Emissions Laboratory 2565 Plymouth Road Ann Arbor, Michigan 48105 Prepared by: Louis Browning ARCADIS Geraghty & Miller, Inc. 555 Clyde Avenue P.O. Box 7044 Mountain View California 94039 Tel 650 961 5700 Fax 650 254 2496 Our Ref.: SJ007258 Date: 05 May 1998 ------- This report and the information and data described herein have been funded by the USEPA under Contract 68-C6-0068, Work Assignments #0-03 and 1-02. It is being released for information purposes only. It may not reflect the views and positions of the USEPA on the topics and issues discussed, and no official endorsement by USEPA of the report or its conclusions should be inferred. This report has not been peer or administratively reviewed. ------- I. INTRODUCTION The USEPA highway emission factor model, MOBILESa, calculates average in-use emission factors for hydrocarbons (HC), carbon monoxide (CO), and oxides of nitrogen (NOX) for eight categories of vehicles including heavy-duty gasoline (HDGV) and heavy-duty diesel (HDDV) vehicles (all vehicles with a gross vehicle weight of 8501 pounds or more). These emission factors are expressed in units of grams per mile (g/mi) and are used in combination with data on vehicle miles traveled (VMT) to estimate highway vehicle contributions to mobile source emission inventories. However, since emission standards for both gasoline and diesel heavy-duty vehicles are expressed in terms of grams per brake-horsepower-hour (g/bhp-hr), conversion factors in terms of brake- horsepower-hour per mile (bhp-hr/mi) must be used to convert the emission certification data from engine testing to in-use grams per mile. These conversion factors have been calculated several times over the last 15 years with the last update completed by EPA in 1988 for all heavy-duty vehicles [I]1. The conversion factors used in MOBILESa were calculated from the following expression: Fuel Density (Ib/gal) Conversion Factor (bhp-hr/mi) = (1.1) BSFC (Ib/bhp-hr) x Fuel Economy (mi/gal) where BSFC is brake-specific fuel economy. There are two approaches for determining inputs to the above equation. One is to use brake specific fuel consumption (BSFC) and fuel economy for the in-use driving cycle to calculate the conversion factor. This would assume that the emissions factors in terms of grams of pollutant per unit work (g/bhp-hr) is only a function of the work required to move a truck or bus one mile, no matter how that mile is driven. This is clearly not the case for any of the pollutants as shown by Kitchen and Damico [2] and Brown et al. [3]. Kitchen and Damico studied several bus engines on both an engine dynamometer and in a bus on a chassis dynamometer over several different driving cycles. They found for all emissions that the conversion factors increased with increasingly heavier duty cycles. Brown et al. computed conversion factors for in-use class 8 heavy-duty trucks and found similar results. The second approach is to use B SFC for the certification test cycle in which the emissions factors were generated and fuel economy for the in-use duty cycle. Flistorically, modelers have used BSFC from the certification test cycle because it was readily available from certification records. Dividing the emission rates by BSFC give emissions in terms of grams of pollutant per pound of fuel. As shown by Dreher and Harley [4], emissions generally vary less with duty cycle when expressed in these terms. Dividing this factor by fuel economy from the in-use driving cycle and multiplying by fuel density (as is done in the above equation) gives a more accurate conversion factor for different heavy-duty engine duty cycles. This is the approach that has been utilized in this study. There are also some issues with the available fuel economy data for in-use trucks, namely the 1992 Truck Inventory and Use Survey (TIUS) [5]. If the fuel economy data represents a different Numbers in brackets refer to references in Section VII of this report. ------- driving cycle than is actually used on the road, there can be an error in the conversion factor calculated. This effect has been documented by Sierra Research [6]. The current TIUS data represents model year 1992 and earlier engines. However, the trend since the 1994 model year has been a large movement in diesel engines to sophisticated electronic control. These engines generally have a different NOx-fuel economy trade-off than previous mechanically inj ected engines. Almost all on-highway diesel engines will be electronically controlled by 1998. Projecting conversion factors using older fuel economy data can present errors. The conversion factors previously calculated for use in MOBILES and the ones calculated in this report are most likely only reasonable estimates of in-use NOX emissions. Emissions of CO and particulates (PM) are less a function of the force required to drive a truck or bus (bhp-hr) than the frequency and severity of the transients in the duty cycle. While emissions of HC are not directly related to transients, they also are not a direct function of engine load. Having a different in-use duty cycle from the one used to generate emissions profiles on the engine dynamometer could result in very different conversion factors for each pollutant. This point was demonstrated for transit buses by Kitchen and Damico [2]. The best approach for determining conversion factors would be to develop in-use driving cycles and then test a statistically significant number of trucks and buses over those cycles to determine conversion factors for each pollutant and driving cycle. However, due to the significant resources required in terms of both time and money, and the limited availability of chassis dynamometer testing capability for heavy-duty trucks and buses, use of the present methodology employed in MOBILES as updated with newer data should, at least, provide reasonable estimates of in-use truck and bus NOX emissions [6]. With the above caveats in mind, this report updates conversion factors used in MOBILES for all weight classes listed in Table 1. Since the most recent previous analysis and calculation of conversion factors [1] was based on actual data only through the 1986 model year, it is the purpose of this work to calculate conversion factors for model years 1987 through 1996 and project conversion factors from 1997 through 2050. This report discusses the calculation of average engine brake-specific fuel consumption(BSFC) for model years 1987 through 1996 and calculates conversion factors for all weight classes listed in Table 1. In addition, it projects conversion factors for years 1997 through 2050. Calculation of fuel economy, non-engine fuel economy improvements and fuel density was detailed in a separate report m. II. CALCULATION OF CLASS SPECIFIC BSFCs by MODEL YEAR To calculate average BSFCs for each category listed in Table 1, data on engine family specific BSFC for model years 1987 through 1996 were requested from eight engine manufacturers (three gasoline and five diesel). Six manufacturers supplied data for analysis. BSFCs for other manufacturers' engines were estimated using the data obtained from the six manufacturers for similar engines based upon the engine horsepower, engine specifications (determined from the engine family codes) and engineering knowledge of the various engine families. Engine family sales data for 1988 ------- through 1995 was obtained from USEPA and used to weight the BSFCs. Sales data were first categorized into weight classes using manufacturer suggestions, engine horsepower and actual vehicle populations for each model year [8]. Engine family BSFCs were then weighted by sales fractions in each category listed in Table 1. BSFC for the certification cycle was used for all weight classes. Since the individual engine BSFCs and sales data was proprietary, it is not reproduced in this report. Sales-weighted BSFC for all diesel truck weight classes, calculated as discussed above, are shown in Table 2. Sales-weighted BSFC for all gasoline truck weight classes are shown in Table 3. TIUS provided no data for class 8B gasoline trucks and therefore no B SFC or conversion factor for that class are calculated. Table 1. Vehicle weight classes Designation HDGV (class 2B) HDGV (class 3) HDGV (class 4) HDGV (class 5) HDGV (class 6) HDGV (class 7) HDGV (class 8A) HDGV (class 8B) HDGTB HDGSB HDGCB HDDV (class 2B) HDDV (class 3) HDDV (class 4) HDDV (class 5) HDDV (class 6) HDDV (class 7) HDDV (class 8A) HDDV (class 8B) HDDTB HDDSB HDDCB Description Light heavy-duty gasoline vehicles Light heavy-duty gasoline vehicles Heavy heavy-duty gasoline vehicles Heavy heavy-duty gasoline vehicles Heavy heavy-duty gasoline vehicles Heavy heavy-duty gasoline vehicles Heavy heavy-duty gasoline vehicles Heavy heavy-duty gasoline vehicles Gasoline transit buses Gasoline school buses Gasoline intercity buses Light heavy-duty diesel trucks Light heavy-duty diesel trucks Light heavy-duty diesel trucks Light heavy-duty diesel trucks Medium heavy-duty diesel trucks Medium heavy-duty diesel trucks Heavy heavy-duty diesel trucks Heavy heavy-duty diesel trucks Diesel transit buses Diesel school buses Diesel intercity buses Gross Vehicle Weight Ob) 8501-10,000 10,001-14,000 14,001-16,000 16,001-19,500 19,501-26,000 26,001-33,000 33,001-60,000 >60,000 all all all 8501-10,000 10,001-14,000 14,001-16,000 16,001-19,500 19,501-26,000 26,001-33,000 33,001-60,000 >60,000 all all all order to weight the B SFC data for bus engines, population data was taken from a number of Transit bus engine populations for model years 1987 through 1995 were taken from the ------- APT A 7995 Transit Passenger Vehicle Fleet Inventory [9] and are shown in Table 4 for diesel buses and Table 5 for gasoline buses. School bus counts of vehicle sizes for model years 1990 through 1996 were taken from School Bus Fleet 1997 Fact Book [10] and are shown in Table 6. Intercity bus diesel engine assumptions by model year based upon conversations with bus manufacturers are shown in Table 7. Gasoline intercity bus engines were assumed to be equally split among the "big three" gasoline engine manufacturers, Chrysler, Ford and General Motors. Population-weighted BSFCs for the three bus classes are shown in Table 8. Table 2. Sales-weighted BSFC for diesel trucks (Ib/bhp-hr) Model Year 1988 1989 1990 1991 1992 1993 1994 1995 2B 0 0 0 0 0 0 0 0 553 536 545 504 494 527 516 511 3 0.544 0.528 0.535 0.491 0.491 0.521 0.500 0.504 0 0 0 0 0 0 0 0 4 478 508 504 485 450 498 490 502 Weight 5 0.465 0.460 0.453 0.460 0.450 0.469 0.444 0.467 Class 6 0.444 0.432 0.432 0.416 0.450 0.418 0.431 0.427 0 0 0 0 0 0 0 0 7 414 410 397 397 395 430 415 426 8A 0.403 0.397 0.397 0.388 0.400 0.429 0.392 0.392 SB 0.395 0.385 0.375 0.385 0.407 0.387 0.371 0.373 Table 3. Sales-weighted BSFC for gasoline trucks (Ib/bhp-hr) Model Year 1988 1989 1990 1991 1992 1993 1994 1995 0 0 0 0 0 0 0 0 2B .611 .614 .607 .602 .588 .570 .570 .565 0 0 0 0 0 0 0 0 3 626 613 610 602 595 577 587 585 4 0.642 0.627 0.611 0.602 0.604 0.589 0.608 0.591 Weight Class 5 0 0 0 0 0 0 0 0 640 627 607 601 606 596 607 587 6 0.642 0.641 0.638 0.600 0.602 0.597 0.604 0.589 0 0 0 0 0 0 0 0 7 640 644 639 599 600 600 602 578 8A 0.638 0.616 0.621 0.598 0.600 0.600 0.600 0.557 Table 4. Diesel transit bus inventory by engine type (U.S. in-service population) ------- Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 DDC Series 50 6V-92 8V-92 2189 33 1826 5 2983 102 2910 34 1979 1 1394 50 257 1473 12 1604 243 11 1370 200 Cummins L-10 355 683 239 1087 189 365 361 603 333 Other Engines 238 142 96 204 180 78 148 28 21 Table 5. Gasoline transit bus inventory by engine manufacturer (U.S. in-service population) Model Year 87 88 89 90 91 92 93 94 Manufacturer Chrysler Ford 3 2 1 12 19 24 7 4 36 GM 1 7 3 ------- Table 6. School bus inventory by bus type2 (U.S. in-service population) MY 90 91 92 93 94 95 96 A&B 2225 3756 3820 3535 3215 2216 2225 Diesel C 23670 21370 16444 18928 21005 20861 22016 D 6286 6864 5444 6734 7321 9671 9270 Gasoline A&B 3575 3554 2856 3244 3504 3638 3723 Table 7. Intercity diesel bus engine assumptions by model year (% of U.S. in-service population) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 DDC Series 60 6V-92TA 60% 60% 60% 60% 60% 60% 15% 60% 50% 30% 75% 15% 8V-92TA 30% 30% 30% 30% 30% 30% 15% 10% Cummins L-10 10% 10% 10% 10% 10% 10% 10% 10% 10% 2 Types A & B are generally smaller school buses with the engine in the front. Types C and D are generally larger school buses, Type C has a front engine and Type D has an engine in the rear or midship. ------- Table 8. Sales- weighted bus BSFC (Ib/bhp-hr) Model Year 1988 1989 1990 1991 1992 1993 1994 1995 Diesel Transit 0.427 0.451 0.432 0.438 0.447 0.440 0.399 0.402 Intercity 0.427 0.451 0.432 0.438 0.447 0.440 0.399 0.407 School 0.421 0.420 0.410 0.407 0.396 0.391 Gasoline Transit 0.550 0.600 0.615 0.598 0.598 0.541 0.544 Intercity 0.610 0.601 0.604 0.595 0.585 0.569 0.568 0.569 School 0.600 0.595 0.590 0.585 0.580 0.575 A regression analysis was performed for BSFCs by model year for each weight class and a logarithmic curve (y = a + b*ln(x)) was used to extrapolate values prior to 1988 andafter 19953. These curves are shown in Table 9. Curve fit BSFCs for diesel trucks are shown in Table 10 and BSFCs used for determining conversion factors for 1987 in MOBILES [1] shown in Table 11. As shown by this comparison, the curve fits produced reasonable values when compared to MOBILES estimates. Table 9. Curve fit equations for BSFCs by weight class and fuel Class 2B 3 4 5 6 7 8A 8B Transit Intercity School Gasoline y = -0.721 l*ln(x) + 3. 8473 y = -0.5656*ln(x) + 3.1535 y = -0.5583 *ln(x) + 3. 1319 y = -0.5435*ln(x) + 3.0630 y = -0.7339*ln(x) + 3.9284 y = -0.8224*ln(x) + 4.3266 y = -0.768 l*ln(x) + 4.0725 N/A y = -0.8652*ln(x) + 4.4842 y = -0.495 l*ln(x) + 2.8221 y = -0.4648*ln(x) + 2.6918 Diesel y = -0.4806*ln(x) + 2.6959 y = -0.51 83 *ln(x) + 2.8529 y = -0.1780*ln(x)+ 1.2897 y = -0.0349*ln(x) + 0.6162 y = -0.1706*ln(x)+ 1.1985 y = -0.0863 *ln(x) + 0.7854 y = -0.1141*ln(x) + 0.9107 y = -0.2003 *ln(x)+ 1.2858 y = -0.5058*ln(x) + 2.7092 y = - 0.3648*ln(x) + 2.0764 y = -0.531 l*ln(x) + 2.8123 y = BSFC (Ib/bhp-hr) x = MY-1900 3 Sales data was only available for model years 1988 through 1995. 7 ------- Table 10. Curve fit diesel truck BSFC (Ib/bhp-hr) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 2B 0.550 0.544 0.539 0.533 0.528 0.523 0.518 0.512 0.507 0.502 3 0.538 0.532 0.526 0.521 0.515 0.509 0.504 0.498 0.493 0.487 4 0.495 0.493 0.491 0.489 0.487 0.485 0.483 0.481 0.479 0.477 Weight 5 0.460 0.460 0.460 0.459 0.459 0.458 0.458 0.458 0.457 0.457 Class 6 0.437 0.435 0.433 0.431 0.429 0.427 0.425 0.423 0.422 0.420 7 0.400 0.399 0.398 0.397 0.396 0.395 0.394 0.393 0.392 0.391 8A 0.401 0.400 0.399 0.397 0.396 0.395 0.394 0.392 0.391 0.390 SB 0.391 0.389 0.387 0.384 0.382 0.380 0.378 0.376 0.374 0.372 Table 11. MOBILES 1987 diesel truck BSFC (Ib/bhp-hr) Weight Class 2B 0.54 3-5 0.51 6 0.45 7 0.44 8A 0.41 SB 0.39 Curve fit BSFCs for gasoline trucks are shown in Table 12 and estimated BSFCs from MOBILES for 1987 model year [1] are shown in Table 13. As shown by this comparison, these curve fits also produced reasonable values when compared to MOBILES estimates. Curve fit bus BSFCs are shown in Table 14 for both diesel and gasoline buses for model years 1987 to 1996. BSFCs used for MOBILES conversion factors [1] for 1987 buses are shown in Table 15. 8 ------- Table 12. Curve fit gasoline truck BSFCs (Ib/bhp-hr) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 2B 0.627 0.619 0.611 0.602 0.595 0.587 0.579 0.571 0.563 0.556 3 0.628 0.621 0.615 0.608 0.602 0.596 0.590 0.584 0.578 0.572 4 0.638 0.631 0.625 0.618 0.612 0.606 0.600 0.594 0.588 0.582 Weight Class 5 0.636 0.630 0.624 0.618 0.612 0.606 0.600 0.594 0.588 0.582 6 0.651 0.642 0.634 0.626 0.618 0.610 0.602 0.594 0.586 0.579 7 0.654 0.644 0.635 0.626 0.617 0.608 0.599 0.590 0.581 0.573 8A 0.642 0.633 0.625 0.616 0.608 0.599 0.591 0.583 0.575 0.567 Table 13. MOBILES 1987 gasoline truck BSFC (Ib/bhp-hr) Weight Class 2B 0.62 3-5 0.62 6 0.66 7 0.65 8A 0.63 Table 14. Curve fit bus BSFCs (Ib/bhp-hr) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 Transit 0.450 0.445 0.439 0.433 0.428 0.422 0.417 0.411 0.406 0.401 Diesel Intercity 0.447 0.443 0.439 0.435 0.431 0.427 0.423 0.419 0.415 0.411 School 0.424 0.423 0.422 0.421 0.420 0.411 0.404 0.398 0.391 0.384 Transit 0.620 0.610 0.601 0.591 0.581 0.572 0.563 0.553 0.544 0.535 Gasoline Intercity 0.611 0.605 0.600 0.594 0.589 0.583 0.578 0.573 0.567 0.562 School 0.616 0.611 0.604 0.600 0.595 0.590 0.585 0.580 0.575 0.570 Table 15. MOBILES 1987 bus BSFC ------- (Ib/bhp-hr) Diesel Transit Intercity School 0.479 0.467 0.444 Gasoline Transit Intercity School 0.660 a No sales were assumed for transit and school buses past 1980 BSFCs predicted for both diesel and gasoline buses had lower values than those used for calculation of conversion factors for MOBILES. Since the transit bus information in MOBILES was based upon data for an older DDC 6V-92TA and a DDC 6V-71N, it is assumed that the newer more complete data on bus engine BSFC and in-use populations used in this analysis provide a more accurate picture of transit bus BSFC. While there is no mention of howBSFCs were calculated for other buses (intercity and school) in Machiele's report [1], it is also assumed that this analysis provided more complete data for those classes as well. III. FUEL ECONOMY Average truck fuel economy and use of non-engine fuel economy improvement devices were calculated using the 1992 Truck Inventory and Use Survey (TIUS) Microdata File [5]. Details of those calculations as well as bus fuel economy calculations can be found in Reference 7, which is a companion report for this work assignment. Curve fit diesel truck fuel economies are shown in Table 16. Fuel economies used for conversion factors in MOBILES for diesel trucks for 1987 (using 1992 estimated fuel economy and annual fuel economy improvement tables from Reference 1) are shown in Table 17. Average gasoline truck fuel economies from Reference 7 are shown in Table 18. MOBILES gasoline truck fuel economies for 1987 are shown in Table 19. Average bus fuel economies from Reference 7 are shown in Table 20 and MOBILES bus fuel economies for 1987 are shown in Table 21. Estimated fuel economies for 1987 Class 2B diesel trucks derived in this study are significantly lower than the previous estimates used in MOBILES. It is believed that this a result of TIUS not directly differentiating between Class 2A and Class 2B, and without doing an analysis similar to what was done for this study, higher mileage Class 2A vehicles would be averaged with lower mileage Class 2B vehicles. This study used vehicle weight to separate the two subclasses. The other difference in fuel economy (beyond the estimate in MOBILES that diesel vehicles in Classes 3-5 did not exist in this time period) is that the Class 8 trucks had better fuel economy than previously estimated in MOBILES. A significant improvement in fuel economy has been seen in this class between 1982 and 1987 not previously accounted for in MOBILES estimates. Even though fuel economy was not calculated or used in this study beyond 1996, it is expected that fuel economy improvements due to electronic controls will result in even further improvements in fuel economy by 1998 in class 8 trucks. 10 ------- Table 16. Diesel truck fuel economy taken from Reference 7 (miles per gallon) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 2B 11.69 11.83 11.97 12.11 12.26 12.40 12.54 12.68 12.82 12.96 3 10.52 10.65 10.77 10.90 11.03 11.15 11.28 11.41 11.53 11.66 4 9.56 9.63 9.70 9.77 9.85 9.92 9.99 10.06 10.13 10.20 Weight 5 9.12 9.21 9.29 9.38 9.46 9.54 9.63 9.71 9.80 9.88 Class 6 8.20 8.25 8.31 8.37 8.42 8.48 8.54 8.59 8.65 8.71 7 7.43 7.44 7.45 7.46 7.47 7.48 7.49 7.51 7.52 7.53 8A 5.96 6.03 6.10 6.17 6.24 6.31 6.38 6.45 6.52 6.59 SB 5.51 5.59 5.68 5.77 5.86 5.95 6.03 6.12 6.21 6.30 Table 17. MOBILES 1987 diesel truck fuel economy (miles per gallon) 2B 3-5 14.33 Weight Class 6 7 8.47 7.60 8A 5.67 8B 5.41 a No sales were assumed in classes 3-5 after 1976 Table 18. Gasoline truck fuel economy taken from Reference 7 (miles per gallon) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 2B 9.22 9.32 9.42 9.52 9.62 9.73 9.83 9.93 10.03 10.13 3 8.54 8.63 8.73 8.82 8.92 9.01 9.11 9.20 9.30 9.39 4 8.32 8.43 8.55 8.66 8.78 8.89 9.01 9.12 9.24 9.35 Weight Class 5 7.52 7.58 7.63 7.68 7.74 7.79 7.85 7.90 7.95 8.01 6 7.23 7.33 7.43 7.53 7.63 7.73 7.84 7.94 8.04 8.14 7 6.83 6.89 6.96 7.03 7.10 7.17 7.24 7.31 7.38 7.45 8A 6.39 6.47 6.54 6.62 6.70 6.77 6.85 6.92 7.00 7.07 Table 19. MOBILES 1987 gasoline truck fuel economy 11 ------- (miles per gallon) Weight Class 2B 3-5 6 7 11.75 6.65 6.70 5.29 8A 5.50 Table 20. Curve fit bus fuel economy from Reference 7 (miles per gallon) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 Transit 3.43 3.47 3.51 3.55 3.59 3.63 3.67 3.71 3.75 3.79 Diesel Intercity 4.64 4.69 4.75 4.80 4.85 4.91 4.96 5.01 5.07 5.12 School 6.29 6.28 6.27 6.25 6.24 6.23 6.22 6.20 6.19 6.18 Transit 3.11 3.15 3.19 3.22 3.26 3.30 3.33 3.37 3.40 3.44 Gasoline Intercity 3.64 3.68 3.72 3.76 3.80 3.85 3.89 3.93 3.97 4.01 School 6.18 6.21 6.24 6.27 6.30 6.33 6.37 6.40 6.42 6.45 Table 21. MOBILES 1987 bus fuel economy (miles per gallon) Diesel Transit Intercity School 4.26 4.96 9.87 Gasoline Transit Intercity School 7.59 ' No sales were assumed for transit and school buses past 1980 Gasoline truck fuel economies determined in this study were significantly higher that previous MOBILES estimates [ 1 ] (except for class 2B for the same reason as diesel class 2B trucks). Improved fuel economy in gasoline trucks since 1982 is due to improvements in fuel management and the introduction of electronic fuel injection which was not accounted for in MOBILES estimates. Bus fuel economies determined in this study were significantly lower than previous MOBILES estimates [1] for both transit and school buses. It is assumed that the use of more up-to-date information on BSFCs and in-use populations used in this study provide a more accurate picture of bus fuel economy than was previously estimated for MOBILES. 12 ------- IV. FUEL DENSITIES Fuel densities were determined from National Institute for Petroleum and Energy Research (NIPER) publications for both gasoline and diesel. Average gasoline density over the period 1987 through 1996 was 6.173 Ib/gal [7] which compared well with the previous value of 6.09 Ib/gal used in MOBILES. Average diesel fuel density over the period 1987 through 1996 was 7.099 Ib/gal [7] which compared well with the previous value of 7.11 Ib/gal used in MOBILES. V. CALCULATION OF CONVERSION FACTORS Using the equation defining the conversion factor in Section I together with the data described in Sections n, m and IV of this report, weight class specific conversion factors were calculated for gasoline and diesel vehicles for model years 1987 through 1996. Diesel truck conversion factors are shown in Table 22 with values developed for MOBILES4 shown in Table 23. Gasoline truck conversion factors are shown in Table 24 and corresponding conversion factors developed for MOBILES are shown in Table 25. Conversion factors for buses are shown in Table 26 with factors developed for use in MOBILES shown in Table 27. Table 22. Diesel truck conversion factors (bhp-hr/mi) Model Year 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 2B 1.105 1.103 1.101 1.099 1.097 1.095 1.094 1.093 1.091 1.090 3 1.254 1.253 1.252 1.251 1.250 1.250 1.250 1.250 1.250 1.250 4 1.501 1.496 1.491 1.486 1.481 1.476 1.472 1.467 1.463 1.458 Weight 5 1.690 1.676 1.662 1.649 1.636 1.623 1.610 1.597 1.585 1.573 Class 6 1.984 1.979 1.974 1.969 1.964 1.960 1.955 1.951 1.947 1.942 7 2.390 2.392 2.394 2.396 2.398 2.400 2.403 2.405 2.407 2.409 8A 2.971 2.946 2.922 2.898 2.874 2.851 2.828 2.806 2.784 2.763 SB 3.295 3.263 3.231 3.201 3.171 3.141 3.113 3.085 3.058 3.031 Table 23. 1987 - 1996 diesel truck conversion factors developed for MOBILES (bhp-hr/mi) 4 Actual conversion factors used in MOBILES are aggregated into one heavy-duty conversion factor for gasoline vehicles and one for diesel vehicles. Class specific conversion factors will be used in MOBILE6. 13 ------- 2B 0.919 3 a Weight Class 456 1.865 7 2.127 8A 2.987 SB 3.129 ' No sales were assumed in classes 3-5 after 1976 Table 24. Gasoline truck conversion factors (bhp-hr/mi) Model Year 87 88 89 90 91 92 93 94 95 96 2B 1.068 1.071 1.073 1.076 1.079 1.082 1.085 1.089 1.092 1.096 3 1.152 1.151 1.150 1.150 1.149 1.149 1.149 1.149 1.149 1.150 Weight Class 4 5 1.164 1.160 1.156 1.152 1.149 1.146 1.143 1.140 1.137 1.134 1.291 1.294 1.297 1.301 1.305 1.308 1.312 1.316 1.320 1.324 6 1.311 1.310 1.310 1.309 1.309 1.309 1.309 1.309 1.310 1.311 7 1.383 1.389 1.395 1.402 1.409 1.416 1.423 1.430 1.438 1.446 8A 1.503 1.507 1.510 1.513 1.517 1.521 1.526 1.530 1.535 1.540 Table 25. 1987 - 1996 gasoline truck conversion factors developed for MOBILES (bhp-hr/mi) 2B Weight Class 456 8A 0.809 1.346 1.348 1.342 1.317 1.668 1.627 14 ------- Table 26. Bus conversion factors (bhp-hr/mi) Year 87 88 89 90 91 92 93 94 95 96 Transit 4.595 4.602 4.609 4.617 4.625 4.635 4.645 4.655 4.667 4.679 Diesel Intercity 3.422 3.415 3.408 3.402 3.395 3.390 3.384 3.379 3.374 3.370 School 2.661 2.673 2.685 2.697 2.708 2.771 2.823 2.877 2.932 2.989 Transit 3.195 3.210 3.225 3.241 3.258 3.275 3.294 3.313 3.333 3.354 Gasoline Intercity 2.779 2.773 2.767 2.762 2.757 2.752 2.747 2.743 2.739 2.735 School 1.622 1.628 1.633 1.639 1.645 1.651 1.658 1.664 1.671 1.677 Table 27. 1987-1996 bus conversion factors used in MOBILES (bhp-hr/mi) Year 96 Diesel Transit Intercity School 3.241 2.890 1.615 Gasoline Transit Intercity School 1.161 ' No sales were assumed for transit and school buses past 1980 Diesel truck conversion factors derived in this study matched MOBILES estimates within 10%. Gasoline truck conversion factors derived in this study tended to be lower than MOBILES estimates for Classes 3, 4, 7 and 8A due to the fuel economy improvement in those classes as shown by 1992 TIUS data. Both gasoline and diesel class 2B trucks in this study had a higher conversion factor than that used in MOBILES due to the lower fuel economy shown in TIUS when compared to the value used in MOBILES. Bus conversion factors showed the greatest variation from MOBILES due to the much lower fuel economy estimated in this report than previously estimated for MOBILES. VI. PROJECTION OF CONVERSION FACTORS Based upon the analysis in Reference 7, it is reasonable to assume that most of the non-engine fuel economy improvements available with current technology were already implemented in the U.S. fleet by the 1996 model year. Therefore, it is assumed that further fuel economy improvements will be associated with engine technology which will affect both BSFC and fuel economy. BSFC would decrease and fuel economy would increase, with these effects for the most part offsetting each other and thus having little impact in the calculated conversion factors. That being the case, conversion factors for proj ections beyond the 1996 model year should be similar to those for the 1996 model year. 15 ------- Table 28 gives proj ected conversion factors for 1997 and later model years for diesel trucks. Proj ected conversion factors for 1997 and later model year gasoline trucks are shown in Table 29. Projected conversion factors for 1997 and later model year buses are shown in Table 30. Table 28. Diesel truck conversion factor projections for 1997 and later model years (bhp-hr/mi) 2B 1.090 3 1.250 4 1.458 Weight 5 1.573 Class 6 1.942 7 2.409 8A 2.763 SB 3.031 Table 29. Gasoline truck conversion factor projections for 1997 and later model years (bhp-hr/mi) Weight Class 2B 3 4 5 6 1.096 1.150 1.134 1.324 1.311 7 8A 1.446 1.540 Table 30. Bus conversion factor projections for 1997 and later model years (bhp-hr/mi) Diesel Transit Intercity School 4.679 3.370 2.989 Gasoline Transit Intercity School 3.354 2.735 1.677 It should be noted that several unknowns can change these conversion factors in the future. The first is that changes in emissions control systems to meet future standards might change the ratio of fuel economy improvement to BSFC improvement. Second, there has been much debate over off cycle emissions in heavy-duty engines. As discussed in Section I, emissions can be significantly different for on-the-road operation than during the emissions certification test cycle. The last caveat is that these conversion factors are probably most reasonable for in-use NOX emissions, since other emissions are more a function of transient behavior than the force required to move a truck or bus down the road. 16 ------- VII. REFERENCES 1. P. Machiele, "Heavy-Duty Vehicle Emission Conversion Factors H - 1962-2000," EPA Technical Report EPA-AA-SDSB-89-01, October 1988. 2. M. Kitchen and W. Damico, "Development of Conversion Factors for Heavy-Duty Buses G/Bhp- Hr to G/Mile," EPA Technical Report EPA-AA-EVRB-92-01, July 1992. 3. I.E. Brown, D.B. Harris and F.G. King, "Comparison of Emission Models with On-Road Heavy- Duty Diesel Modal Data," NTIS PB98-116353, presented at the AWMA "Emission Inventory: Planning for the Future" conference, October 1997. 4. Dreher and Harley, "A Fuel-Based Inventory for Heavy-Duty Diesel Truck Emissions," Journal of the Air & Waste Management Association, April 1998. 5. "1992 Truck Inventory and Use Survey (TIUS) - Microdata File," U.S. Department of Commerce, Economics and Statistics Administration, Bureau of the Census, 1993 (on CD- ROM). 6. Memo from Phil Heirigs and Larry Caretto of Sierra Research to Mr. David Lax of American Petroleum Institute, May 20, 1997. 7. L. Browning, "Update of Heavy-Duty Engine Emission Conversion Factors — Analysis of Fuel Economy, Non-Engine Fuel Economy Improvements and Fuel Densities," March 1998. 8. L. Browning, D. Coleman and C. Pera, "Update of Fleet Characterization Data for Use in MOBILE6," Acurex Environmental Report 97-105, May 1997. 9. "1995 Transit Passenger Vehicle Fleet Inventory as of January 1,1995," American Public Transit Association, April 1995. 10. "School Bus Fleet - 1997 Fact Book Issue," Bobit Publication Management & Maintenance Magazine for School Transportation Fleets, January 1997. 17 ------- |