NATIONAL MOBILE2 VARIABLE ESTIMATES ENERGY AND ENVIRONMENTAL ANALYSIS, INC. 1111 North 19th Street Arlington, Virginia 22209 (703)528-1900 ------- NATIONAL MOBILE2 VARIABLE ESTIMATES EPA Contract No. 68-03-2888 Prepared for: TEST AND EVALUATION BRANCH EMISSION CONTROL TECHNOLOGY DIVISION OFFICE OF MOBILE SOURCE AIR POLLUTION CONTROL OFFICE OF AIR, NOISE AND RADIATION U.S. ENVIRONMENTAL PROTECTION AGENCY ANN ARBOR, MICHIGAN Prepared by: ENERGY AND ENVIRONMENTAL ANALYSIS, INC. 1111 North 19th Street Arlington, Virginia 22209 November 1980 ------- TABLE OF CONTENTS Page 1. INTRODUCTION. 1-1 2. MILEAGE ACCUMULATION BY AGE 2-1 3. VEHICLE REGISTRATIONS BY AGE 3-1 4. AVERAGE TRIPS PER DAY 4-1 5. VEHICLE MILES PER DAY 5-1 6. VEHICLE MILES TRAVELED 6-1 7. FRACTION OF VEHICLES WITH AIR CONDITIONING .7-1 8. AMBIENT CONDITIONS 8-1 9. VMT PERCENTAGE IN HOT/COLD STARTS 9-1 10. EXTRA LOAD AND TRAILER TOWING TRIPS 10-1 11. SPEED BY ROAD TYPE 11-1 ------- 1. INTRODUCTION The purpose of this report is to describe work performed by EEA, Inc. for task order No. 5 of EPA Contract No. 68-03-2888. The objective of this task order was to develop national estimates of 12 MOBILE2 input variables for use in the MOBILE2 computer program and its supporting documentation. This report both presents the national estimates for each of these variables and explains the techniques used to derive them. In most cases, the estimates included in this report reflect national data inclusive of both urban and rural areas. Where only urban data were available for making national estimates, this is specifically noted in the report. Table 1-1 shows the MOBILE2 input variables and vehicle types discussed in this report. The vehicle type abbreviations shown at the bottom of the table are those used throughout the report. The report is organized so that estimation techniques for each variable are presented in separate sections. The only exception to this is that variables 7-9 are combined in one section labeled "ambient conditions." Within each section, estimation techniques are presented separately for each vehicle type. 1-1 ------- TABLE 1-1 MOBILE2 INPUT VARIABLES Variables 1. Mileage accumulation by age 2. Vehicle registrations by age 3. Average trips/day 4. Vehicle miles/day 5. Total VMT fractions 6. Fraction of vehicles with air conditioning by model year 7. Air conditioning usage from ambient condition variables 8. Average temperature 9. Average humidity levels (grains of water/Ib of dry air) 10. Average percent VMT in cold/hot starts for catalyst and non-catalyst vehicles 11. Fraction of trips/day with either extra load or trailer towing 12. Speed Vehicle Type* All All All All All All except MC, HDGV, and HDDV ** ** ** All All except MC, HDGV, and HDDV All * LDGV: Light-Duty Gasoline-Powered Vehicles LDDV: Light-Duty Diesel-Powered Vehicles LDGT1: Light-Duty Gasoline-Powered Trucks (<6001 Ibs GVW) LDGT2: Light-Duty Gasoline-Powered Trucks (>6000 Ibs and <8501 Ibs GVW) LDDT: Light-Duty Diesel-Powered Trucks (<8501 Ibs GVW) HDGV: Heavy-Duty Gasoline-Powered Vehicle (>8500 Ibs GVW) HDDV: Heavy-Duty Diesel-Powered Vehicle (>8500 Ibs GVW) MC: Motorcycles **Independent of vehicle type 1-2 ------- 2. MILEAGE ACCUMULATION BY AGE Estimates of national average mileage accumulation by age can be taken directly from Section 2 of Techniques for Estimating MOBILE2 Variables. The relevant tables from that section are shown in the following three pages. Table 2-1 shows estimated annual miles traveled and mileage accumulation by age for light-duty vehicles. This table applies to both light-duty gasoline and diesel-powered vehicles. Table 2-2 presents mileage accumu- lation by age data for the five truck categories used in MOBILE2. Mileage accumulation by age information is presented in Table 2-3 for motorcycles. 2-1 ------- TABLE 2-1 ESTIMATED ANNUAL MILES TRAVELED AND MILEAGE ACCUMULATION BY AGE FOR LIGHT-DUTY VEHICLES NATIONAL AVERAGES Age Estimated Annual Miles Accumulated Miles ^^•^•M 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 14,436 13,903 13,371 12,838 12,306 11,773 11,240 10,708 10,176 9,643 9,110 8,577 8,045 7,513 6,980 6,447 5,927 5,382 4,850 4,317 14,436 28,339 41,710 54,548 66,854 78,627 89,867 100,575 110,751 120,394 129,504 138,081 146,126 153,639 160,619 167,066 172,993 178,375 183,225 187,542 Source: U.S. Department of Transportation, National Highway Traffic Safety Administration, 1980. 2-2 ------- TABLE 2-2 MILEAGE ACCUMULATION BY AGE FOR TRUCK CATEGORIES NATIONAL AVERAGES Vehicle Age ' 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 LDGT1 15,610 14,049 12,488 11,239 10,147 9,366 8,585 7,961 7,493 7,025 6,556 6,244 5,932 5,463 5,151 4,996 4,683 4,370 4,371 4,371 LDGT2 15,800 14,220 12,640 11,376 10,270 9,480 8,690 8,058 7,584 7,110 6,636 6,320 6,004 5,510 5,234 5,056 . 4,740 4,424 4,424 4,424 HDGV 20,980 18,882 17,204 15,525 14,057 12,587 11,329 10,280 9,441 8,602 7,973 7,343 6,713 6,294 5,875 5,454 5,245 5,036 5,034 5,034 LDDT 15,705 15,077 14,605 13,978 13,035 12,093 10,993 9,738 9,266 7,381 6,753 6,125 5,491 5,031 4,555 4,240 3,769 3,141 3,141 3,141 HDDV 70,418 66,897 60,560 54,221 47,885 43,659 39,434 36,618 34,504 33,096 32,392 31,689 30,953 29,606 27,463 24,646 20,422 17,604 17,605 . 17,605 Source: Jambekar and Johnson, 1977. 2-3 ------- TABLE 2-3 NATIONAL AVERAGE MILES PER YEAR BY AGE AND MILEAGE ACCUMULATION BY AGE FOR MOTORCYCLES Age 1 2 3 4 5 6 7 8 9 10 11 12 13 Average Miles* Per Year 4067 2845 2072 1569 1180 777 630 387 243 162 162 162 162 Average Mileage Accumulation 4067 6912 8984 10553 11733 12510 13140 13527 13770 13932 14094 14256 14418 Mean number of months per year 7 Median number of months per year 7 * Weighted by the mix of on-road and dual purpose motorcycles registered in 1978. Source: Personal Communication with Pam Amette, Motorcycle Industry Council, Inc., and the 1979 Motorcycle Statistical Annual 2-4 ------- 3. VEHICLE REGISTRATIONS BY AGE Estimates of national vehicle registrations by age for the eight MOBILE2 vehicle type categories are presented in this section. Much of the data used in the tables in this section are taken directly from Section 3 of Techniques For Estimating MOBILE2 Variables. National light-duty vehicle registrations by model year are shown in Table 3-1. Both light-duty gasoline and diesel-powered vehicle registrations are accounted for in these totals. LDGV and LDDV registrations are estimated using the fleet sales fractions listed in Table 3-2. Tables 3-3 and 3-4 show how these sales fractions are used to estimate national LDGV and LDDV registrations by model year in 1978. Tables 3-5, 3-6 and 3-7 show how sales and scrappage rate information from Section 3 of the Techniques report can be used to estimate registra- tions by model year for LDGT1, LDGT2, and LDDT, respectively. In order to apply the diesel and gasoline sales fractions in Table 3-2 (which are used in MOBILE2) to estimate LDGT1 and LDDT registrations, the estimated registrations by model year in Tables 3-5 and 3-7 are summed. Table 3-8 lists these totals. Tables 3-9 and 3-10 then show how the Table 3-2 dieselization rates are used to estimate national LDGT1 and LDDT registra- tions by age. Table 3-11 shows the calculation of national vehicle registration frac- tions for heavy-duty gasoline-powered trucks. Heavy-duty diesel-powered truck registrations are calculated in a similar manner as shown in Table 3-12. Motorcycle registration fractions by age are listed in Table 3-13. 3-1 ------- TABLE 3-1 LIGHT-DUTY VEHICLE REGISTRATIONS BY MODEL YEAR MIX NATIONAL TOTALS IN 1978 Percentage of Total LDV Registrations .0721 .1009 .0921 .0708 .0916 .1026 .0888 .0712 .0659 .0591 .0478 .0349 .0300 .0230 .0150 .0099 .0055 .0025 .0017 .0145 Model Year Mix 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 TOTAL Estimated Vehicle Registrations 7,426,000 10,382,000 9,483,000 7,291,000 9,431,000 10,559,000 9,140,000 7,326,000 6,784,000 6,087,000 4,917,000 3,589,000 3,093,000 2,369,000 1,545,000 1,021,000 571,000 256,000 180,000 1,489,000 102,939,000 SOURCE: MVMA, Motor Vehicle Facts and Figures 1979. 3-2 ------- TABLE 3-2 FLEET SALES FRACTIONS* FOR 49-STATE LIGHT-DUTY VEHICLES AND LIGHT-DUTY TRUCKS Model Years PRE-1975 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991+ LDGV 1.000 .998 .997 .995 .991 .972 .966 .953 .925 .911 .905 .886 .862 .835 .824 .813 .803 .800 LDDV 0.0 .002 .003 .005 .009 .028 .034 .047 .075 .089 .095 .114 .138 .165 .176 .187' .197 .200 LDGT1 1.000 1.000 1.000 1.000 .991 .972 .966 .953 .925 .911 .905 .886 .862 .835 .824 .813 .803 .800 LDDT 0.0 0.0 0.0 0.0 .009 .028 .034 .047 .075 .089 .095 .114 .138 .165 .176 .187 .197 .200 * The estimated fraction of the light-duty vehicle (truck) fleet which is diesel-powered is taken from Murrell et al. (1980) for 1975-1980 model years and U.S. EPA (1979) for 1981-1991 model years. 3-3 ------- TABLE 3-3 . LIGHT-DUTY GASOLINE-POWERED VEHICLES ESTIMATED VEHICLE REGISTRATIONS NATIONAL TOTALS IN 1978 Model Year Mix (Age) 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20+ LDGV & LDDV Estimated Vehicle Registrations 7,426,000 10,382,000 9,483,000 7,291,000 9,431,000 10,559,000 9,140,000 7,326,000 6,784,000 - 6,087,000 4,917,000 3,589,000 3,093,000 2,369,000 1,545,000 1,021,000 571,000 256,000 180,000 1,489,000 102,939,000 Fleet Sales* Fraction for LDGV .991 .995 .997 .998 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 Estimated LDGV Registrations 7,359,166 10,330,090 9,454,551 7,276,418 9,431,000 10,559,000 9,140,000 7,326,000 6,784,000 6,087,000 4,917,000 3,589,000 3,093,000 2,369,000 1,545,000 1,021,000 571,000 256,000 180.000 1,489,000 102,780,000 Registration Fractions .072 .101 .092 .071 .092 .103 .089 .071 .066 .059 .048 .035 .030 .023 .015 .010 .006 .002 .002 .014 * The estimated fraction of the light-duty vehicle fleet which is diesel-powered is taken from Murrell et al. (1980). 3-4 ------- TABLE 3-4 LIGHT-DUTY DIESEL-POWERED VEHICLES ESTIMATED VEHICLE REGISTRATIONS NATIONAL TOTALS IN 1978 Model Year Mix (Age) 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20+ LDGV & LDDV Estimated Vehicle Registrations 7,426,000 10,382,000 9,483,000 7,291,000 9,431,000 10,559,000 ' 9,140,000 7,326,000 6,784,000 6,087,000 4,917,000 3,589,000 3,093,000 2,369,000 1,545,000 1,021,000 571,000 256,000 180,000 1,489,000 Fleet Sales* Estimated Fraction LDDV for LDDV Registrations 0.009 66,834 .005 51,910 .003 28,449 .002 14,582 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 Registration Fractions .413 .321 .176 .090 161,775 * The estimated fraction of the light-duty vehicle fleet which is diesel-powered is taken from Murrell et al. (1980). 3-5 ------- TABLE 3-5 CALCULATION OF NATIONAL VEHICLE REGISTRATIONS FOR LIGHT-DUTY GASOLINE TRUCKS (0-6000 LBS. GVW) Model Year . 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 * From ** From Vehicle Age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20+ Table 3-10 Table 3-7 Sales* 0-6000 Ibs. 1,211,899 1,251,449 1,181,906 897,292 1,409,586 . 1,639,663 1,339,226 1,133,911 895,238 1,052,057 1,069,389 836,429 957,168 987,503 839,808 765,114 610,600 524,135 534,431 461,885 1-SR** 10,000 Ibs. 1.00 .97 .93 .88 .83 .78 .73 .68 .63 .59 .55 .51 .47 .43 .40 .36 .32 .28 .25 .21 346,209 .18 of Techniques For Estimating MOBILE2 of Techniques For Estimating MOBILE2 Estimated Registrations 1,211,899 1,213,906 1,099,173 789,617 1,169,956 1,278,937 977,635 771,059 564,000 620,714 588,164 426,579 449,869 424,626 335,923 275,441 195,392 146,758 133,608 96,996 62,318 12,832,570 Variables, 1980. Variables, 1980. 3-6 ------- TABLE 3-6 CALCULATION OF NATIONAL VEHICLE REGISTRATION FRACTIONS FOR LIGHT-DUTY GASOLINE TRUCKS (6000-8500 LBS. GVW) Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 * From ** From Vehicle Age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 •17 18 19 20+ Table 3-10 Table 3-7 Sales* 1-SR** Estimated Registration 6000-8500 Ibs. 10,000 Ibs. Registrations Fractions 1,389,944 1,211,845 947,790 625,731 391,225 407,337 303,986 247,485 208,414 192,945 178,527 124,803 117,075 105,622 76,305 86,007 79,134 57,597 58,283 65,562 47,694 of Techniques of Techniques 1.00 1, .97 1, .93 .88 .83 .78 .73 .68 .63 .59 .55 .51 .47 .43 .40 .36 .32 .28 .25 .21 .18 5, For Estimating MOBILE2 For Estimating MOBILE2 389,944 175,490 881,445 550,643 324,717 317,723 221,910 168,290 131,301 113,838 98,190 63,650 55,025 45,417 30,522 30,963 25,323 16,127 14,571 13,768 8,585 677,442 Variables, Variables, .245 .207 .155 .097 .057 .056 .039 .030 .023 .020 .017 .011 .010 .008 .005 .005 .004 .003 .003 .004 1980. 1980. 3-7 ------- TABLE 3-7 CALCULATION OF NATIONAL VEHICLE REGISTRATIONS FOR LIGHT-DUTY DIESEL TRUCKS (0-8500 LBS. GVW) Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 * From ** From Vehicle Age 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20+ Table 3-11 Table 3-7 Sales* <8500 Ibs 34,751 2,924 1,303 1 0 0 0 70 233 445 714 801 431 494 994 162 75 9 0 0 of Techniques of Techniques 1-SR** <10,000 Ibs. 1.00 .97 .93 .88 .83 .78 .73 .68 .63 .59 .55 .51 .47 .43 .40 .36 .32 .28 .25 .21 For Estimating MOBILE2 For Estimating MOBILE2 Estimated Registrations 34,751 2,836 1,212 1 0 0 0 48 147 263 393 409 203 212 398 58 24 3 0 0 40,958 Variables, 1980. Variables, 1980. 3-8 ------- TABLE 3-8 LIGHT-DUTY GASOLINE TRUCKS (0-6000 LBS. GVW) AND LIGHT-DUTY DIESEL TRUCKS (0-8500 LBS. GVW) COMBINED VEHICLE REGISTRATIONS NATIONAL TOTALS IN 1978 Model Year Estimated Mix Vehicle (Age) Registrations 1 1,246,650 2 1,216,742 3 1,100,385 4 789,618 5 1,169,956 6 1,278,937 7 977,635 8 771,107 9 564,147 10 620,977 11 588,557 12 426,988 13 450,072 14 424,838 15 336,321 16 275,499 17 195,416 18 146,761 19 133,608 20+ 159,314 3-9 ------- TABLE 3-9 LIGHT-DUTY GASOLINE TRUCKS (0-6000 LBS. GVW) ESTIMATED VEHICLE REGISTRATIONS NATIONAL TOTALS IN 1978 Model Year Mix (Age) 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20+ LDGT & LDDT Estimated Vehicle Registrations 1,246,650 1,216,742 1,100,385 789,618 1,169,956 1,278,937 977,635 771,107 564,147 620,977 588,557 426,988 450,072 424,838 336,321 275,499 195,416 146,761 133,608 159,314 Fleet Sales* Fraction for LDGT1 0.991 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000 Estimated LDGT1 Registrations 1,235,430 1,216,742 1,100,385 789,618 1,169,956 1,278,937 977,635 771,107 564,147 620,977 588,557 426,988 450,072 424,838 336,321 275,499 195,416 146,761 133,608 159,314 12,862,308 Registrations Fractions .096 .095 .086 .061 .091 .099 .076 .060 .044 .048 .046 .033 .035 .033 .026 .021 .015 .011 .010 .012 * The estimated fraction of the light-duty truck fleet which is diesel-powered is taken from Murrell et al. (1980). 3-10 ------- TABLE 3-10 LIGHT-DUTY DIESEL TRUCKS (0-8500 LBS. GVW) ESTIMATED VEHICLE REGISTRATIONS NATIONAL TOTALS IN 1978 Model Year Mix (Age) 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 • 18 19 20+ LDGT1 & LDDT Estimated Vehicle Registrations 1,246,650 1,216,742 1,100,385 789,618 1,169,956 1,278,937 977,635 771,107 564,147 620,977 588,557 426,988 450,072 424,838 336,321 275,499 195,416 146,761 133,608 159,314 Fleet Sales* Estimated Fraction LDDT for LDDT Registrations 0.009 11,220 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 Registration Fractions 1.000 * The estimated fraction of the light-duty truck fleet which is diesel-powered is taken from Murrell et al. (1980). 3-11 ------- TABLE 3-11 CALCULATION OF NATIONAL VEHICLE REGISTRATION FRACTIONS FOR HEAVY-DUTY GASOLINE TRUCKS ( 8500 LBS GVW) (1-Scrappage)** Estimated Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 Sales* 8501-10,000 Ib 388,781 368,078 318,230 227,578 269,087 305,873 245,537 206,415 164,913 186,035 186,470 143,632 160,519 163,340 136,891 127,189 103,064 86,926 88,566 78,814 58,859 Rate <10,000 Ib 1.00 .97 .93 .88 .83 .78 .73 .68 .63 .59 .55 .51 .47 .43 .40 .36 .32 .28 .25 .21 .18 Registrations (8501-10,000 Ib) 388,781 357,036 295,954 200,269 223,342 238,581 17^,242 140,362 103,895 109,761 102,559 73,252 75,444 70,236 54,756 45,788 32,980 24,339 22,142 16,551 10,595 Total (1-Scrappage)** Estimated Sales* < 10, 000 Ib 205,109 182,089 178,955 179,551 255,026 281,781 275,994 225,009 205,303 248,437 247,282 238,774 254,381 257,012 241,490 261,227 246,729 231,050 265,006 301,055 220,456 Rate >10,000 Ib 1.00 .95 .88 .79 .69 .61 .54 .48 .43 .38 .33 .29 .25 .20 .17 .14 .11 .08 .06 .04 .03 Registrations (>10,000 Ib) 205,109 172,985 157,480 141,845 175,968 171,886 149,037 108,004 88,280 94,406 81,603 69,244 63,595 51,402 41,053 36,572 27,140 18,484 15 , 900 12,042 6,614 Estimated Registrations (>8500 Ib) 593,890 530,021 453,434 342,114 399,310 410,467 328,279 248,366 192,175 204,167 184,162 142,496 139,039 121,638 95,809 82,360 60,120 42,823 38,042 28,593 17,209 Registration Fractions .128 .114 .097 .074 .086 .088 .071 .053 .041 .044 .040 .031 .030 .026 .021 .018 .013 .009 .008 .006 .004 4,654,514 * From Table 3-10 of Techniques For Estimating MOBILE2 Variables, 1980. ** From Table 3-7 of Techniques For Estimating MOBILE2 Variables, 1980. 1.002 ------- TABLE 3-12 CALCULATION OF NATIONAL VEHICLE RfiEISTRATIOtTFRACTIONS FOR HEAVY-DUTY DIESEL TRUCKS ( 8500 LBS. GVW) CO I u> Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 1957 * From Vehicle Sales* Age 8501-10,000 Ib. 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20+ Table 840 437 195 0 0 0 0 11 35 67 107 120 64 74 148 24 11 0 0 0 3-11 of Techniques Estimated 1-SR** Registrations Sales* 1-SR** <10,000 Ib. (8501-10,000 Ib.) >10,000 Ib. >10,000 Ib. 1.00 .97 .93 .88 .83 .78 .73 .68 .63 .59 .55 .51 .47 .43 .40 .36 .32 .28 .25 .21 For Estimating 840 424 181 0 0 0 0 7 22 40 59 61 30 32 59 9 4 0 0 0 MOBILE2 184,324 162,198 105,718 72,604 144,702 152,159 129,628 101,407 91,533 101,191 82,602 69,879 85,054 71,789 56,037 47,025 38,378 24,931 28.186 32,741 22,884 21.607 Variables, 1980. 1.00 .91 .84 .77 .71 .64 .58 .53 .48 .43 .39 .35 .31 .28 .24 .21 .19 .16 .14 .11 .09 .07 Total Estimated Estimated Registrations Registrations Registration (>10,000 Ib.) (>8500 Ib.) Fractions 184,324 147,600 88.803 55,905 102,738 97,382 75,184 53,746 43,936 43,512 32,215 24.458 26.367 20,101 13,449 9.875 7,292 3.989 3,946 3.602 2.060 1,512 185,164 148,024 88,984 55.905 102,738 97,382 75.184 53,753 43,958 43,552 32,274 24,519 26,397 20.133 13,508 9,884 7,296 3,989 3,946 3,602 2,060 1,512 1,043,764 .177 .142 .085 .054 .098 .093 .072 .051 .042 .042 .031 .023 .025 .019 .013 .009 .007 .004 .004 .007 ** From Table 3-7 of Techniques For Estimating HOBILE2 Variables, 1980. ------- TABLE 3-13 MOTORCYCLE REGISTRATIONS ~ PERCENTAGE BY AGE NATIONAL AVERAGE Fraction of* Motorcycle Age Total (years) Registrations 1 .133 2 .145 3 .138 4 .116 5 .123 6 .114 7 .069 8 .044 9 .024 10 .009 11+ .085 1.000 *Based on the estimated population in use in 1978. Source: Motorcycle Industry Council, Inc., 1979 3-14 ------- 4. AVERAGE TRIPS PER DAY National average estimates of the number of trips per day per vehicle can be determined from Section 7 of Techniques for Estimating MOBILE2 Variables. Estimates are presented below for each vehicle type. Light-Duty Vehicles Table 7-1 in the Techniques report shows the trip rate per household by location and population. The average trip rate per household is 4.3 for unincorporated areas and 3.6 for incorporated areas. Weighting these two trip rates by the respective U.S. population in 1970 (8.85% of the 1970 population lived in unincorporated places, the remainder in incorpor- ated places), gives an average U.S. trip rate per household of 3.66 per day. This should be divided by the average number of cars per household to determine the average number of trips per day per vehicle. According to the NPTS, the average number of cars per household is 1.2. Therefore, the average number of trips per day per vehicle is 3.05. This number should apply to both light-duty gasoline and diesel-powered vehicles. Light-Duty Trucks Although no specific data on light-duty truck travel are available from the 1972 NPTS, it is assumed here that the 3.05 trips per day estimate for light-duty vehicles also applies to light-duty trucks. All light-duty truck classes (LDGT1, LDGT2, LDDT) are assumed to have the same tripmaking patterns. Heavy-Duty Vehicles Using New York and Los Angeles data (France, 1978) from an EPA Technical Report, the average number of trips/day for heavy-duty vehicles is 6.88 for HDGV and 6.65 for HDDV. (See Table 7-6 in the Techniques report). 4-1 ------- Motorcycles The national average motorcycle trips per day are estimated using Table 7-7 in the Techniques report. The relevant portion of that table is shown below. Motorcycle Trip Purpose Commuting: Work School Non-C ommut ing: TOTAL Percentage of Total Registered Motorcycles Used For This Purpose 36 10 100 Median Number of One Way Trips/Day 0.7 0.6 1.04 Trips/Day Per Trip Purpose .25 .06 1.04 1.35 Therefore, the average number of trips per day per registered motorcycle is 1.35. 4-2 ------- 5. VEHICLE MILES PER DAY National average estimates of vehicle miles traveled per day by vehicle type are shown in Table 5-1. The calculations used to derive these estimates are illustrated in Tables 5-2 through 5-8, one for each vehicle type. Miles per day estimates for all vehicle categories use estimated nationwide registrations in 1978 and average mileage accumulation by age information to compute an average VMT per year number. After this number is converted to VMT per day, it is divided by the total number of registered vehicles in 1978 to derive a per vehicle estimate. All vehicle types are assumed to travel 365 days per year except motorcycles. Motorcycles are assumed to drive 7 months or 210 days per year. The calculation of average miles per day by vehicle type is summarized in Table 5-9 for all vehicle types except light-duty vehicles. 5-1 ------- TABLE 5-1 NATIONAL AVERAGE MILES TRAVELED PER DAY BY VEHICLE TYPE Vehicle Type Miles/Day LDGV 31.1 LDDV 31.1 LDGT 1 26.3 LDGT 2 33.8 LDDT . 29.8 HDGV 36.7 HDDV 138.1 MC 8.3 5-2 ------- TABLE 5-2 LDGV AND LDDV COMBINED CALCULATION OF NATIONAL AVERAGE ANNUAL MILES DRIVEN Model Estimated* „ Year Registrations (x 10 ) 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 * From Table 3-2 ** From Table 2-1 7,426 10,382 9,483 7,291 9,431 10,559 9,140 7,326 6,784 6,087 4,917 3,589 3,093 2,369 1,545' 1,021 571 256 180 1,489 102,939 of Techniques of Techniques i Annual Mileage** 14,436 13,903 13,371 12,838 12,306 11,773 11,240 10,708 10,176 9,643 9,110 8,577 8,045 7,513 6,980 6,447 5,927 5,382 4,850 4,317 For Estimating MOBILE2 For Estimating MOBILE2 VMT by Model Year (x 108) 1,072.0 1,443.4 1,268.0 936.0 1,160.6 1,243.1 1,027.3 784.5 690.3 587.0 447.9 307.8 248.8 178.0 107.8 65.8 33,8 13.8 8.7 64.3 11,688.9 Variables. Variab les . 5-3 ------- TABLE 5-3 LIGHT-DUTY GASOLINE TRUCKS (0-6000 LBS. GVW) CALCULATION OF NATIONAL AVERAGE ANNUAL MILES DRIVEN Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1959 LDGT1 + LDDT Estimated Registrations (From Table 3-8) . 1,246,650 1,216,742 1,100,385 789,618 1,169,956 1,278,937 977,635 771,107 564,147 620,977 588,557 426,988 450,072 424,838 336,321 275,499 195,416 146,761 133,608 96,996 62,318 12,873,528 Annual Mileage* 15,610 14,049 12,488 11,239 10,147 9,366 8,585 7,961 7,493 7,025 6,556 6,244 5,932 5,463 5,151 4,996 4,683 4,370 4,371 4,371 4,371 VMT by Model Xear (x 108) 194.6 170.9 137.4 88.7 118.7 119.8 83.9 61.4 42.3 43.6 38.6 26.7 26.7 23.2 17.3 13.8 9.2 6.4 5.8 4.2 2.7 1,235.9 * From Table 2-4 of Techniques For Estimating MOBILE2 Variables. 5-4 ------- TABLE 5-4 LIGHT-DUTY DIESEL TRUCKS (0-8500 LBS. GVW) CALCULATION OF NATIONAL AVERAGE ANNUAL MILES DRIVEN Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 LDGT1 + LDDT Estimated Registrations (From Table 3-8) 1,246,650 1,216,742 1,100,385 789,618 1,169,956 1,278,937 977,635 771,107 564,147 620,977 588,557 426,988 450,072 424,838 336,321 275,499 195,416 146,761 133,608 96 , 996 62,318 12,873,528 Annual Mileage* 15,705 15,077 14,605 13,978 13,035 12,093 10,993 9,738 9,266 7,381 6,753 6,125 5,497 5,031 4,555 4,240 3,769 3,141 3,141 3,141 3,141 VMT by Model Year (x 10 ) 195.8 183.4 160.7 110.4 152.5 154.7 107.5 75.1 44.3 41.9 36.0 23.5 22.6 19.4 14.3 10.4 6.1 4.6 4.2 3.0 2.0 1,398.4 * From Table 2-4 of Techniques For Estimating MOBILE2 Variables. 5-5 ------- TABLE 5-5 LIGHT-DUTY GASOLINE TRUCKS (6001-8500 LBS. GVW) CALCULATION OF NATIONAL AVERAGE ANNUAL MILES DRIVEN VMT by Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 Estimated Registrations 1,389,944 1,175,490 881,445 550,643 324,717 317,723 221,910 168,290 131,301 113,838 98,190 63,650 55,025 45,417 30,522 30,963 25,323 16,127 14,571 13,768 8,585 Annual Mileage 15,800 14,220 12,640 11,376 10,270 9,480 8,690 8,058 7,584 7,110 6,636 6,320 6,004 5,510 5,234 5,056 4,740 4,424 4,424 4,424 4,424 Model gear 219.61 167.15 111.41 62.64 33.35 30.12 19.28 13.56 9.96 8.09 6.52 4.02 3.30 2.50 1.60 1.57 1.20 0.71 0.64 0.61 0.38 TOTAL LDGT2 VMT per year 698.22 5-6 ------- TABLE 5-6 HEAVY DUTY GASOLINE VEHICLES CALCULATION OF NATIONAL AVERAGE ANNUAL MILES DRIVEN VMT by Model Yr (x 10*) 12.46 10.01 7.80 5.31 5.61 5.17 3.72 2.55 1.81 1.76 1.47 1.05 .93 .77 .56 .45 .32 .22 .19 .14 .09 62.39 * From Table 2-4 of Techniques For Estimating MOBILE2 Variables, 1980. Calendar Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 Total Heavy Estimated Registrations 593,890 530,021 453,434 342,114 399,310 410,467 328,279 248,366 192,175 204,167 184,162 142,496 139,039 121,638 95,809 82,360 60,120 42,823 38,042 28,593 17,209 Duty Gasoline Vehicle Annual Mil* 20,980 18,882 17,204 15,525 14,057 12,587 11,329 10,280 9,441 8,602 7,973 7,343 6,713 6,294 5,875 5,454 5,245 5,036 5,034 5,034 5,034 VMT 'per Year 5-7 ------- TABLE 5-7 HEAVY-DUTY DIESEL VEHICLES CALCULATION OF NATIONAL AVERAGE ANNUAL MILES DRIVEN Calendar Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 Estimated Registrations 185,164 148,024 88,984 55,905 102,738 97,382 75,184 53,753 43,958 43,552 32,274 24,519 26,397 20,133 13,508 9,884 7,296 3,989 3,946 3,602 Annual Mileage* 70,418 66,897 60,560 54,221 47,885 43,659 39,434 36,618 34,504 33,096 32,392 31,689 30,953 29,606 27,463 24,646 20,422 17,605 17,604 17,604 VMT x 109 by Model Year 13.039 9.902 5.389 3.031 4.920 4.252 2.965 1.968 1.517 1.441 1.045 0.777 0.817 0.596 0.371 0.244 0.149 0.070 0.069 0.063 Total Heavy-Duty Diesel Vehicle VMT per Year 52.625 * From Table 2-4 of Techniques For Estimating MOBILE2 Variables, 1980. 5-8 ------- TABLE 5-8 MOTORCYCLES CALCULATION OF AVERAGE ANNUAL MILES DRIVEN Year Sold New 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968+ Estimated* Population- In Use (xlO ) 975 1,058 1,008 846 900 836 503 322 172 67 618 7,305 Annual Mileage** 4,067 2,845 2,072 1,569 1,180 111 630 387 243 162 162 Estimated Total Annual SVMT (xlOS) 39.7 30.1 20.9 13.3 10.6 6.5 3.2 1.2 0.4 0.1 1.0 127.0 *SOURCE: Motorcycle Industry Council, Inc. 1979. ** From Table 2-4 of Techniques For Estimating MOBILE2 Variables, 1980. 5-9 ------- TABLE 5-9 CALCULATION OF AVERAGE MILES PER DAY BY VEHICLE TYPE Vehicle Type LDGV LDDV LDGT1 LDGT2 LDDT HDGV HDDV MC VMT per year (xlO ) 1,168,890 123,590 69,822 139,840 62,390 52,625 12,700 VMT per, day (x!0b) 3,202.44 338.60 191.29 383.12 170.93 144.18 60.48 Estimated Nationwide Registrations 102,939,000 12,873,528* 5,667,442 12,873,528* 4,654,514 1,043,764 7,305,000 Average Miles Per Day 31.1 31.1 26.3 33.8 29.8 36.7 138.1 8.3 * LDGT1 and LDDT registrations combined. 5-10 ------- 6. VEHICLE MILES TRAVELED Estimates of nationwide vehicle miles traveled are taken from the MVMA Motor Vehicle Facts and Figures 1979 annual report. These estimates represent motor vehicle travel in the United States in 1977. The VMT estimates applicable to apportioning rural and urban travel to the MOBILE2 categories are presented in Table 6-1. Because the MVMA vehicle categories do not match those used in MOBILE2, the VMT estimates from MVMA were weighted by the estimated nationwide registrations to apportion them to the MOBILE2 categories. Estimated nationwide registrations are shown in Table 6-2. In order to apportion the MVMA VMT estimates to the MOBILE2 vehicle categories, the following assumptions were made: • Passenger cars in the MVMA terminology are all light-duty vehicles. • Motorcycles in the MVMA report match the MOBILE2 category. • All commercial buses are diesel-powered and all school buses are gasoline powered. • All HDDV's that are not commercial buses are combination trucks. • Single unit truck VMT is apportioned between LDGT1, LDGT2, LDDT, and HDGV in proportion to their estimated registration. Heavy-duty diesel vehicle VMT is estimated as follows: HDDV VMT = Commercial Bus VMT + Combinations VMT x Registrations - Commercial Bus Registrations'! (6-1) Combinations Registration J - o QQ-, x *Q /« [1,043,764 - 97,900] - 2,937 + 63,465 ^ i>264>100' J = 50,425 annual miles 6-1 ------- TABLE 6-1 MOTOR VEHICLE TRAVEL IN THE UNITED STATES, 1977 Single Passenger Commercial School Unit Cars Motorcycles Buses Buses Trucks Combinations Motor Vehicle Travel 1,118,649 22,566 2,957 2,950 266,000 63,465 (Miles x 10 ) Total Rural and Urban Percentage of 75.76% 1.53 0.20 0.20 18.01 4.30 Total Annual Travel ^ Number of Vehicles 113,696.1 5,014.6 97.9 393.8 28,298.4 1,264.1 Registered (x 10 ) Source: MVMA, 1979 ------- TABLE 6-2 ESTIMATED NATIONWIDE REGISTRATIONS BY VEHICLE TYPE Estimated Vehicle Type LDGV LDDV LDGT1 LDGT2 LDDT HDGV HDDV MC1 Nationwide Registrations* 102,711,775 227,225 12,832,570 5,677,442 40,958 4,654,514 1,043,764 7,305,000 Total 127,642,248 *Based on 1978 calendar year registrations. 6-3 ------- The HDGV portion of the combinations VMT is estimated using equation (6-2): HDGV VMT = Combinations VMT - HDDV VMT = 63,465 - 50,425 = 13,040 The school bus VMT is also assumed to be HDGV VMT. The single-unit truck VMT is also divided between the truck categories using estimated nationwide registrations. After subtracting the HDGV registrations already apportioned to combination trucks and school buses, the truck registrations are: Vehicle Types LDGT1 LDGT2 LDDT HDGV Estimated Registrations 12,832,570 5,677,442 40,958 3,942,478 22,493,448 Percentage of Total Registrations .5705 .2524 .0018 .1753 Apportioning the single-unit truck VMT to these categories by registra- tion gives: LDGT1 LDGT2 LDDT HDGV HDDV Single Unit Truck VMT 151,753 67,138 479 46,630 Combinations' Buses' Total VMT VMT VMT 151,753 67,138 479 13,040 2,950 62,620 50,425 2,957 53,382 335,372 Estimated nationwide VMT for all vehicle types is shown in Table 6-3. 6-4 ------- TABLE 6-3 VEHICLE MILES TRAVELED BY VEHICLE TYPE NATIONWIDE, AVERAGE ESTIMATES (Rural and Urban) Vehicle Types LDGV LDDV LDGT1 LDGT2 LDDT HDGV HDDV MC TOTAL Estimated Nationwide VMT (xlO ) 1,116,180 2,469 151,753 67,138 479 -62,620 53,382 22,566 1,476,587 VMT Fractions .7559 .0017 .1028 .0455 .0003 .0424 .0362 .0153 6-5 ------- TABLE 6-4 VMT FRACTIONS CALCULATED FROM VEHICLE MILES PER DAY AND NATIONAL REGISTRATION ESTIMATES ON I Vehicle- Type LDGV LDDV LDGT1 LDGT2 LDDT HDGV HDDV MC (A) Vehicle Miles Per Day (From Table 5-1) 31.1 31.1 26.3 33.8 29.8 36.7 138.1 8.3 (B) Estimated National „ Registrations (xlO ) (From Sec. 3) 102,711.8 227.2 12,832.6 5,677.4 41.0 4,654.5 1,043.8 7,305.0 (A x B) National VMT Per, Day (xlOJ) 3,194,337 7,066 337,497 191,896 1,222 170,820 144,149 60,632 VMT Fractions .7777 .0017 .0822 .0467 .0003 .0416 .0351 .0148 4,107,619 ------- An alternative method for estimating fractional vehicle miles traveled by vehicle type is to use the estimated nationwide registrations from Section 3 of this report and the average miles/day estimates from Section 5 to estimate VMT by vehicle type. The VMT estimates by vehicle type and the resulting VMT fractions calculated using this method are shown in Table 6-4. The estimated national registrations in Table 6-4 are as determined using sales data and scrappage rates for each vehicle type. If the MOBILE2 methodology for estimating LDGV, LDDV, LDGT1, and LDDT registra- tions is used, the VMT fractions may be somewhat different. For example, Tables 3-7 and 3-10 can be compared to note the difference in the two methods for estimating LDDT registrations. In 1978, though, there were so few LDDV's and LDDT's in the vehicle fleet that the differences in using the different registration estimates for calculating VMT fractions would be negligible. 6-7 ------- 7. FRACTION OF VEHICLES WITH AIR CONDITIONING National estimates of the fraction of vehicles with air conditioning by model year can be taken directly from Section 9 of Techniques for Estimating MOBILE2 Variables. They are presented in Tables 7-1 and 7-2. 7-1 ------- TABLE 7-1 PERCENTAGE. OF LIGHT-DUTY VEHICLES WITH FACTORY INSTALLED AIR CONDITIONING BY MODEL YEAR NATIONAL AVERAGES Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 * Source: ** Source: + Data on was not U.S. Cars* % with AC 80.8% 81.7 74.0 72.6 67.9 72.6 67.5 63.4 60.1 55.3 44.3 38.0 29.3 23.3 17.9 14.1 11.3 8.1 6.9 6.2 U.S. Cars** % of LDV Sales 83% 81 85 82 84 85 85 85 85 89 89 91 93 94 94 95 95 94 93 90 Imports* Imports** % with % of AC LDV Sales 30.7% 17% 27.1 19 21.3 15 19.3 18 16 15 15 15 15 11 11 9 7 6 6 5 5 6 7 10 Total* Fleet % with AC 72% 71 66 63 57 62 57 54 51 49 39 35 27 22 17 13 11 8 6 6 Ward's Automotive Yearbook McNutt, Dulla, the percentage of reported in Ward' and Lax, 1979 imports with s Automotive AC for pre-1975 model years Yearbook. The total fleet AC percentage for pre-1975 LDV's was calculated assuming no imports with AC. 7-2 ------- TABLE 7-2 LIGHT-DUTY TRUCKS WITH FACTORY INSTALLED AIR CONDITIONING BY MODEL YEAR NATIONAL AVERAGES Model Year 1978 1977 1976 1975 1974 1973 1972 1971 1970 * Source: U.S. Light Trucks* U.S. LDT's** Imports* % with % of % with AC Sales AC 41.2% 93.4% 12.5% 53.2 96.4 10.5 33.3 94.1 2.1 30.6 88.5 29.3 91.6 97.3 92.5 94.6 95.2 Ward's Automotive Yearbook Imports** % of Sales 6.6% 3.6 5.9 11.5 8.4 2.7 7.5 5.4 4.8 Total Fleet % with AC 39% 52 32 27 27 ** Source: McNutt, Dulla, and Lax, 1979 7-3 ------- 8. AMBIENT CONDITIONS Table 8-1 gives monthly mean temperatures (dry bulb) for the continental United States based on ten years of observations. The corresponding monthly mean relative humidities have been further averaged over all hours of the day for purposes of this presentation. The humidity factor H (given in grains of water vapor per pound of dry air) was computed using the methodology in Section 4.2 of Techniques for Estimating MOBILE2 Variables. These are reported to the nearest whole number. The mean dry bulb temperature and relative humidity were used to infer corresponding wet bulb temperatures using standard psychrometric tables. No correction for ambient pressure variation was made. However, given the lack of sensitivity and resolution in a nationwide scale analysis of temperature, such a correction would be superfluous. The values in Table 8-1 can be used to estimate the frequency of air conditioning usage in light-duty vehicles and light-duty trucks. Aver- age monthly dry and wet bulb temperatures can be used in the discomfort index (DI) equation presented in Section 13 of the Techniques report to estimate the percentage of air conditioners in use nationwide for each month. It is strongly recommended that values specific to local means for the time period of analysis be used in the DI equation whenever possible. 8-1 ------- TABLE 8-1 AMBIENT CONDITIONS LIKELY TO AFFECT VEHICLE AIR CONDITIONING USAGE WET BULB TEMPERATURES CORRESPONDING TO MONTHLY MEAN DRY BULB TEMPERATURES AND MEAN RELATIVE HUMIDITIES FOR THE UNITED STATES H(grains of water January February March oo to April May June July August September October November December * Source: Mean Dry Bulb (°F)* 45 49 55 65 72 81 85 85 78 68 56 48 Climatography of Mean Reative vapor/pound Humidity (%)* of dry air)** 67 64 65 69 72 67 62 62 71 68 67 68 the United 31 36 41 63 91 112 121 121 99 71 44 33 States Series 82 Mean Wet Bulb (°F)t 40 43 49 59 66 73 75 75 71 61 50 43 Disconfort Index 49 52 57 65 70 77 79 79 75 67 62 51 AC Usage 0 0 0 0 0 70% 90% 90% 50% 0 0 0 ** To the nearest whole number t Source: Handbook of Chemistry and Physics ------- 9. VMT PERCENTAGE IN HOT/COLD STARTS The nationwide average estimates of the VMT percentage in the hot and cold start modes presented here are based on the simplified method presented in The Determination of Vehicular Cold and Hot Operating Fractions for Estimating Highway Emission (Ellis, Camp, and Treadway, 1978). The Simplified Method is based on empirical relationships between cold and hot operating fractions and the average trip length of all auto driver trips with origins and destinations within an urban area. Table 9-1 can be used to estimate cold and hot start VMT percentages by hour of the day for average trip lengths between 10 and 25 minutes. If estimates are needed for more than one hour, the cold and hot start VMT percentages for those hours can be averaged. If possible, it is probably appropriate to weight the cold and hot start percentages by the percentage of VMT during that hour to determine a weighted average. Table 9-1 was derived using urban transportation planning data from six study areas in Alabama and from the Eastern Massachusetts Regional Planning Project (EMRPP) which includes Boston. The six study areas in Alabama range in population from 71,000 to 587,000 persons. All data in Table 9-1 apply to urban transportation planning study areas as a whole, and not exclusively to central business districts or any other areas of a city. / According to the NPTS, the average automobile trip length is 8.9 miles. Therefore, the columns for an average trip length of 20 minutes can be used for nationwide estimates of cold and hot starts if an average speed of 26.7 miles per hour is reasonable. The average speed of a light-duty vehicle or light-duty truck trip is based on the percentage of urban vs. 9-1 ------- TABLE 9-1 PERCENTAGE OF VKT IN COLD AND HOT START MODES NATIONAL AVERAGES ATL - 10 Mln. ATL • 15 Mln. ATL - 20 Mln. ATL - 25 Mln. Hour Begin. AH 1 2 3 4 5 6 7 a 9 10 11 12 PM 1 2 3 4 5 6 7 a 9 10 11 Non- Catalytic Cold 47.5 49.6 57.3 59.5 63.7 61.2 56.3 45.5 34.2 27.7 17.6 18.8 18.6 22.2 29.2 29.0 28.3 19.5 17.3 14.0 15.8 30.4 43.0 Catalytic Cold Hot 58.0 10.0 57.6 10:0 61.1 8.5 61.7 7.0 65.6 7.0 62.0 3.0 59.7 10.0 51.8 22.0 47.4 29.0 41.0 36.1 37.0 36.8 35.3 37.7 39.4 38.8 39.3 31.4 42.3 26.7 41.3 29.4 41.7 28.7 40.1 31.8 42.8 31.0 45.0 28.4 47.6 27.6 53.0 17.0 57.7 14.1 Non- Catalytic Cold 28.7 29.8 27.3 33.3 31.5 32.1 29.6 22.7 17.0 14.3 10.0 10.8 11.2 13.6 17.9 17.2 16.9 12.1 10.7 9.5 10.5 19.5 24.6 Catalytic Cold Hot 36.4 7.0 35.4 7.0 29.5 8.0 34.8 7.0 31.7 7.0 32.3 8.0 31.9 10.0 27.3 17.4 24.1 19.5 24.2 23.7 22.6 23.8 21.5 24.5 24.6 22.7 24.5 22.0 25.2 19.4 24.7 19.6 24.7 19.0 24.9 21.0 26.2 21.0 27.5 19.7 30.7 15.2 32.7 11.1 33.5 9.7 Non- Catalytic Cold 15.6 17.4 18.7 19.6 20.0 20.0 18.0 14.2 9.3 7.1 5.7 6.0 5.8 6.2 10.4 11.3 11.9 8.0 5.0 3.5 3.7 7.5 11.3 Catalytic Cold Hot 24.2 3.7 21.9 6.0 21.0 7.2 21.0 7.0 20.0 7.0 20.2 8.0 18.3 10.0 15.2 13.5 13.1 14.3 13.3 16.0 13.2 16.1 13.3 15.2 12.8 14.0 12.3 16.0 14.3 14.4 16.5 21.0 16.3 11.4 14.2 14.6 14.0 14.6 13.7 14.6 17.6 10.0 19.4 8.3 19.3 7.9 Non- Catalytic Cold 8.2 16.0 16.2 17.0 18.0 17.0 16.2 13.6 8.3 5.6 4.6 5.0 4.8 4.7 6.8 10.0 10.2 5.0 3.0 2.0 2.7 4.6 7.5 Catalytic Cold Hot 17.5 3.7 18.8 6.0 19.5 6.7 18.0 7.0 18.0 7.0 17.0 8.0 16.2 10. 0 14.4 10.0 11.2 12.0 10.0 13.0 10.0 12.3 10.0 12.5 10.0 13.0 10.4 12.0 12.0 12.0 U.O 9.7 13.8 8.4 12.0 11.3 11.0 12.0 10.5 12.4 13.2 10.0 15.0 7.0 16.0 8.0 HION 44.7 56.2 13.0 27.3 35.0 10.2 15.0 20.0 7.6 11.8 17.5 5.0 ATL • Average trip length of all Internal auto driver trips. Source: Ellis, Camps and Treadway, 1978. 9-2 ------- rural driving. Thus, the information in Section 11 of this report can be used to determine an average trip speed. This average speed can then be used to derive an average trip length in minutes in order that Table 9-1 can be used. 9-3 ------- 10. AVERAGE TRIPS PER DAY WITH EXTRA LOAD AND TOWING TRAILERS 10.1 EXTRA LOAD The calculations in Table 10-1 show .43 daily trips or 11.2 percent of all trips by light-duty vehicles involve carrying a heavy load (four or more occupants). While vacation trips account for a small fraction of total LDV VMT, they account for a relatively large share of the average daily trips with extra load. Since no specific techniques for estimating the percentage of light duty truck trips with an extra load were presented in Techniques for Estimating MOBILE2 Variables, no nationwide estimate was made for this vehicle category. 10.2 TRAILER TOWING The nationwide average percentage of light-duty vehicles towing trailers can be estimated using the methodology presented in Section 10.3.2, of the Techniques report. According to that section, 2.4 percent of all light-duty vehicles have trailers available. Table 10-1 of that section shows that vacation trips are 0.132 percent of total trips in all places. Therefore, multiplying the percentage of light-duty vehicles with trailers available by the percentage of all trips that are vacation trips yields a nationwide estimate of 0.0032 percent of LDV trips towing trailers. Similarly for light-duty trucks, the nationwide estimate for the percentage of trips with trailers is 0.0054 percent. 10-1 ------- TABLE 10-1 NATIONAL AVERAGE DAILY LDV TRIPS WITH 4 OR MORE OCCUPANTS PER HOUSEHOLD FOR ALL PLACES Earning a Living Family Business Educational, Civic & Religious Vacation Total % of Trips With 4 or More Occupants 3.3 10.1 22.6 21.3 Daily Trips per Household per Purpose 1.4 1.2 0.4 0.8 3.8 Number of Daily Trips with 4 or More Occupants .046 .121 .090 .170 .427 10-2 ------- 11. NATIONAL AVERAGE SPEEDS National average speeds are estimated using speed data from the "CUTS Manual" (DeLeuw, Gather and Co., 1979), FHWA's Highway Statistics (U.S. DOT, 1978), and travel fractions by road type and vehicle type from MVMA (1979). Since vehicles operate at significantly different speeds, depending on road type, it is necessary to weight speeds by the fraction of time a particular vehicle type spends on each type of roadway. For example, light-duty vehicles accumulate a larger share of total VMT on urban streets and roadways than do heavy-duty diesel trucks; similarly, heavy trucks accumulate a far greater fraction of total miles on rural interstates than do LDV's. The estimated average speeds are shown in Tables 11-1 through 11-4. Not surprisingly, heavy trucks average much higher speeds than LDV's and light trucks. The average 37.9 mph for LDV's is substantially higher than the 19.6 mph used in MOBILE1. The explanation of this discrepancy is that MOBILE1 speed data are based on urban driving (Federal Test Procedure). The MOBILE2 estimate accounts for nationwide VMT accumula- tion which presumably has a much larger share of cruise speed driving on both interstate and state highways. Highway speeds were not broken down by vehicle type by FHWA. Since the State of Michigan provides highway speeds by roadway type for two cate- gories of vehicles (passenger and commercial) it is possible to use Michigan data to weight the national average speeds and disaggregate passenger and commercial vehicle speeds. Table 11-5 shows these calcu- lations. It was assumed that all light-duty vehicles and light trucks are passenger vehicles; heavy trucks and buses were assumed to be commercial vehicles. The ratio of national to Michigan speed for all vehicles for 11-1 ------- TABLE 11-1 NATIONAL AVERAGE SPEEDS FOR LIGHT-DUTY VEHICLES Fraction of all* Roadway Type Speed LDV Travel Interstate rural 59.8 .073 Other main rural 55.8 .274 Local rural 25.0** .069 Interstate urban 56.8 ' .106 Other urban 22.0 .478 CBD 15.0 Fringe 22.0 Residential 26.0 Outlying Business District 18.0 Weighted average speed 37.9 * MVMA, 1979. ** Assumed, based on state law maximum speeds in incorporated areas. Assumes 75 percent volume-to-capacity ratio. 11-2 ------- TABLE 11-2 NATIONAL.AVERAGE .SPEEDS FOR ALL LIGHT-DUTY TRUCKS (LDGT1, LDGT2, LDDT) Fraction of all* Roadway Type Speed LPT Travel Interstate rural 59.8 .075 Other main rural 55.8 .356 Local rural 25.0** .037 Interstate urban 56.8 .058 Other urban 22.0+ .474 CBD 15.0 Fringe 22.0 Residential 26.0 Outlying business district 18.0 Weighted average speed . 39.0 * MVMA, 1979. ** Assumed, based on state law maximum speeds in incorporated areas. Assumes 75 percent volume-to-capacity ratio. 11-3 ------- TABLE 11-3 NATIONAL AVERAGE SPEEDS FOR HEAVY-DUTY GASOLINE VEHICLES Fraction of all** Roadway Type Interstate rural Other main rural Local rural Interstate urban Other urban CBD Fringe Residential Outlying business district Weighted average speed Speed* 60.5 53.9 25. 0+ 54.1 22.0++ 15.0 22.0 26.0 18.0 41.3 HDGV Travel .130 .379 .042 .066 .383 * Commercial vehicle speeds used since school bus VMT is only 5 percent of total HDGV VMT. ** MVMA, 1979. Assumed,-based on state law maximum speeds in incorporated areas. Assumes 75 percent volume-to-capacity ratio. 11-4 ------- TABLE 11-4 NATIONAL AVERAGE SPEEDS FOR HEAVY-DUTY DIESEL VEHICLES Roadway Type Interstate Rural Other Main Rural Local Rural Interstate Urban Other Urban CBD Fringe Residential Outlying Bus. Dist. Weighted Average Speeds by Vehicle Type 52.6 mph Weighted Average Speed for all HDDV 51.6 mph Truck Travel* Truck Speeds Fraction Bus Travel* Bus Speeds Fraction 60.5 .342 53.9 .452 25.0** .016 54.1 .093 -L. 22.0 .097 15.0 22.0 26.0 18.0 60.5 53.9 25.0** 30.0 4. 11.0 5.0 11.0 11.0 15.0 .100 .270 .031 .106 .493 30.0 mph * MVMA, 1979. ** Assumed, based on state law maximum speeds in incorporated areas. Assumes 75 percent volume-to-capacity ratio. Weighted by relative shares of total diesel VMT: Truck fraction = .956 (calculated from Section 6) Bus fraction = .0442 (calculated from Section 6) VMT weighted average speed = (52.6 x .956) + (30.0 x .0442) 11-5 ------- TABLE 11-5 CALCULATIONS OF NATIONAL SPEEDS FOR THE DIFFERENT VEHICLE TYPES A. Calculations of Average Speed Values for Light Duty Vehicles 1. Interstate Rural National Average Speed on Interstate Rural 58.8 tnph Michigan Average Speed on Interstate Rural 57.8 mph Ratio (Correction Factor) = 58.8/57.8 = 1.017 Michigan Average Passenger Car Speed on Interstate Rural = 58.8 National Average Passenger Car Speed on Interstate Rural = 59.8 2. Other Main Rural Other Main Rural is defined as the average of Multi-lane Divided and 2-lane Rural Average of Multi-lane Divided and 2-lane Rural for National Value = 56.5 + 54.9 2 - 55.7 National Other Main Rural =55.7 Michigan Other Main Rural = 57.6 + 54.7 2 = 56.15 Correction Factor = 55.7/56.15 - .992 Michigan Average Passenger Car Speed on Other Main Rural = 57.9 + 54.5 2 = 56.2 11-6 ------- TABLE 11-5 (Cont'd) National Average Passenger Car Speed on Other Main Rural = 56.2 x .992 = 55.75 3. Interstate Urban National Average Speed on Interstate Urban = 56.7 Michigan Average Speed on Interstate Urban = 56.4 Correction Factor 56.7/56.4 - 1.0053 Michigan Average Passenger Car Speed on Interstate Urban = 56.5 National Interstate Urban = 56.5 x 1,0053 = 56.8 B. Calculations of Average Speed Values for Light Trucks These are the same as the speed values for light duty vehicles C. Weighted Average Speed for LDV Formula Weighted Average Speed = (Speed)(fraction LDV Travel) n D. Calculations of Speeds of Heavy Duty Vehicles These are the same for heavy duty trucks and buses 11-7 ------- TABLE 11-5 (Cont'd) Class Interstate Rural Other Main Rural (Multi-Lane Divided 2 Lane Rural) Interstate Urban Michigan Average Commercial Vehicle Speed 59.5 55.7 + 52.9 2 = 54.3 53.8 National Correction Commercial Factor Average Speed 1.017 .992 1.0053 60.5 53.9 54.1 The Weighted Average Speeds for both heavy duty trucks and commercial buses was worked out as follows: (speed)(fraction LDV travel) n 11-8 ------- each roadway type was computed and used as a correction factor. Then, for example, the Michigan average passenger car speed, for a particular roadway type, was multiplied by the appropriate correction factor to estimate national average passenger car speed. The same procedure was used for commercial vehicles. The fractions of travel by vehicle type were obtained directly from MVMA in most cases. Since the heavy-duty gas truck category did not match MVMA's categories, the HDGV travel fractions were weighted according to the procedure shown in Table 11-6. This weighting of MVMA categories is consistent with that used in Section 6 of this document. 11-9 ------- TABLE 11-6 CALCULATION OF FRACTION OF HDGV VMT BY ROADWAY TYPE HDGV VMT - 62,620 100.0% single unit 46,630 74.5% combination , 13,040 20.8% school buses 2,950 4.7% VMT FOR MVMA VEHICLE TYPE BY ROAD TYPE Single Unit Combination School Bus Interstate Rural Other Main Rural Local Rural Interstate Urban Other Urban 0. .075 L! .356 .037 XL .058 .473 HDGV WEIGHTED FRACTION Single Unit .1 .056 il .265 .028 .n .044 .352 .745 .342 .452 .016 .093 .097 OF VMT BY ROAD Combination .071 .094 .004 .019 .020 .208 .056 .419 .217 .070 .238 TYPE School Bus .003 .020 .010 .003 .011 .047 Total Interstate Rural .056 .071 .003 .130 Other Main Rural .265 .094 .020 .379 Local Rural .028 .004 .010 .042 Interstate Urban .044 .019 .003 .066 Other Urban .352 .020 .011 .383 1.000 11-10 ------- REFERENCES DeLeuw, Gather and Co. 1979. Characteristics of Urban Transportation Systems; A Handbook for Transportation Planners. (Prepared for the Urban Mass Transportation Administration, U.S. DOT.) Ellis, G.W., Camps, W.T., and Treadway, A. September 1978. The Deter- mination of Vehicular Cold and Hot Operating Fractions for Estimating Highway Emissions. State of Alabama Highway Department. Montgomery, AL. (Prepared for U.S. DOT - FHWA.) Jambekar, A, and Johnson, J. 1977. The Development of an Emission and Fuel Economy Computer Model for Heavy-Duty Trucks and Buses. Michigan Technological University. Houghton, MI. McNutt, B., Dulla, R., and Lax, D. February 1979. "Factors Influencing Automotive Fuel Demand," SAE Technical Paper Series. Paper No. 790226. Congress and Exposition. Detroit, MI. Motor Vehicle Manufacturers Association. 1979. Motor Vehicle Facts and Figures. Detroit, MI. Murrell, J.D., Foster, J.A. and Bristor, D.M. June 1980. "Passenger Car and Light Truck Fuel Economy Trends through 1980". SAE Technical Paper Series. Paper No. 800853. Dearborn, MI. U.S. Department of Transportation. 1978. Highway Statistics. Federal Highway Administration. Washington, D.C. U.S. Environmental Protection Agency. October 1979. Summary and Analysis of Comments on the Notice of Proposed Rulemaking for the Control of Light-Duty Diesel Particulate Emissions from 1981 and Later Model Year Vehicles. Office of Mobile Source Air Pollution Control. Ann Arbor, MI. Ward's Communications, Inc. 1979. Wards Automotive Yearbook. Detroit, MI. ------- |