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Impact of Intelligent Transportation Systems on Vehicle Fuel Consumption and Emission Modeling: An Overview

Journal Article
ISSN: 1946-3979, e-ISSN: 1946-3987
Published January 15, 2014 by SAE International in United States
Impact of Intelligent Transportation Systems on Vehicle Fuel Consumption and Emission Modeling: An Overview
Citation: Faris, W., Rakha, H., and Elmoselhy, S., "Impact of Intelligent Transportation Systems on Vehicle Fuel Consumption and Emission Modeling: An Overview," SAE Int. J. Mater. Manf. 7(1):129-146, 2014,
Language: English


  1. United Nations Economic and Social Council Major Issues in Transport: Transport and Environment United Nations Economic and Social Council 2009
  2. The Urban Analysis Group TRANPLAN, Version 7.1 Danville, CA The Urban Analysis Group 1992
  3. The Seider Group MINUTP Technical User's Manual Palo Alto, CA The Seider Group 1997
  4. INRO Consultants EMME/2 User's Manual, Release 8 Montreal, CA INRO Consultants 1996
  5. Environmental Protection Agency (EPA) User's Guide to MOBILE 5 (Mobile Source Emission Factor Model) Environmental Protection Agency Ann Arbor, Michigan 1994
  6. Yue H. Mesoscopic Fuel Consumption and Emission Modeling Doctor of Philosophy Dissertation Virginia Polytechnic Institute and State University 2008
  7. An F. , and Barth M. Development of a comprehensive modal emissions model: operating under hot-stabilized conditions Transportation Research Record 1587 52 62 1997
  8. Fans W. , Rakha H. , Kafafy R. , Idris M. , and Elmoselhy S. Vehicle fuel consumption and emission modelling: an in-depth literature review International Journal of Vehicle Systems Modelling and Testing 6 3/4 318 395 2011
  9. Genesee Country Metropolitan Planning Commission Intelligent transportation systems summary Genesee Country Metropolitan Planning Commission , Technical Report June 2009
  10. Boxill S.A. and Yu L. An evaluation of traffic simulation models for supporting ITS development Center for Transportation Training and Research, Texas Southern University , Technical Report # SWUTC/00/167602-1 October 2000
  11. Noland R.B. and Quddus M.A. Flow improvements and vehicle emissions: effects of trip generation and emission control technology Transportation Research Part D 11 1 14 2006
  12. Barth M. , Scora G. , and Younglove T. Modal emissions model for heavy-duty diesel vehicles Transportation Research Record: Journal of the Transportation Research Board, No. 1880 TRB, National Research Council Washington, D.C. 10 20 2004
  13. Ahn K. and Trani A. Microscopic fuel consumption and emission modeling the 78th Annual Meeting of the Transportation Research Board Proc. Washington, D.C. 1999
  14. Rakha H. and Van Aerde M. Requirements for evaluating traffic signal control impacts on energy and emissions based on instantaneous speed and acceleration measurements Transportation Research Record: Journal of the Transportation Research Board 1738 56 67 2000
  15. Ahn K. , Rakha H. , Trani A. , and Van Aerde M. Estimating vehicle fuel consumption and emissions based on instantaneous speed and acceleration levels Journal of Transportation Engineering 128 2 182 190 2002
  16. Rakha H. and Ahn K. Integration modelling framework for estimating mobile source emissions Journal of Transportation Engineering 130 2 183 193 2004
  17. Rakha H.A. , Ahn K. , Faris W. , and Moran K. Simple vehicle powertrain model for use in traffic simulation software 89th Transportation Research Board Annual Meeting Proc. 2010
  18. Rakha H.A. , Ahn K. , Moran K. , Saerens B. , and Van den Bulck E. Simple comprehensive fuel consumption and CO 2 emission model based on instantaneous vehicle power the 90th Transportation Research Board Annual Meeting Proc. USA 2011
  19. Tapani A. Versatile model for simulation of rural road traffic Transportation Research Record: Journal of the Transportation Research Board 1934 169 178 2005
  20. Zallinger M. , Anh T.L. , and Hausberger S. Improving an instantaneous emission model for passenger cars 14th International Conference on Transport and Air Pollution Proc. Graz, Austria 2005 167 176 2005
  21. North R.J. Assessment of Real-world Pollutant Emissions From a Light-duty Diesel Vehicle Doctor of Philosophy Thesis Imperial College London 2006
  22. Yokota T. and Weiland R.J. ITS system architectures for developing countries World Bank , ITS Technical Note 5 2004
  23. Smit R. , Smokers R. , and Rabe E. A new modelling approach for road traffic emissions: VERSIT+ Transportation Research Part D: Transport and Environment 12 6 414 422 2007
  24. Frey H.C. , Unal A. , Chen J. , Li S. , Xuan C. Methodology for developing modal emission rates for EPA's multi-Scale motor vehicle & equipment emission system Publication EPA420-R-02-027, Prepared by North Carolina State University for US Environmental Protection Agency Ann Arbor 2002
  25. Boulter P.G. , McCrae I.S. , and Barlow T.J. A review of instantaneous emission models for road vehicles Transport Research Laboratory , Research Project Report # 267 2007
  26. Nam E.K. Proof of concept investigation for the physical emission rate estimator (PERE) to be used in MOVES Report # EPA420-R-03-005 United States Environmental Protection Agency 2003
  27. Lei W. , Chen H. , and Lu L. Microscopic emission and fuel consumption modeling for light-duty vehicles using portable emission measurement system data World Academy of Science, Engineering and Technology 42 904 911 2010
  28. Spyropoulou I. and Karlaftis M.G. Incorporating intelligent speed adaptation systems into microscopic traffic models IET Intelligent Transport Systems 2 4 331 339 2008
  29. Toledo T. , Koutsopoulos H.N. , and Ben-Akiva M. Integrated driving behavior modeling Transportation Research Part C: Emerging Technologies 15 2 96 112 2007
  30. Ahmed K.I. Modeling Drivers' Acceleration and Lane Changing Behavior PhD Dissertation Massachusetts Institute of Technology 1999
  31. Rakha H. and Crowther B. A comparison of the Greenshields, Pipes, and Van Aerde car-following and traffic stream models Center for Transportation Research, Virginia Polytechnic Institute & State University , Research Report 2002
  32. Gipps P.G. A behavioural car-following model for computer simulation Transportation Research B 15 2 105 111 1981
  33. Gipps P.G. and Wilson B.G. MULTISIM: a computer package for simulating multi-lane traffic flows Proceedings of the 4th Biennial Conference of the Simulation Society of Australia Queensland 1980
  34. Law M. and Crosta D.A. SIGSIM user guide part A: SIGSIM theory (version 1.1) Transport Operations Research Group, Newcastle University and Centre for Transport Studies, UCL Working Paper 1999
  35. Mauro V. Evaluation of dynamic network control: simulation results using NEMIS urban microsimulator 70th Annual Meeting of the Transportation Research Board Proc. 1991
  36. Liu R. The DRACULA Dynamic Network Microsimulation Model Kitamura R. and Kuwahara M. Simulation Approaches in Transportation Analysis: Recent Advances and Challenges Springer 2005
  37. National Research Council (NRC) Expanding Metropolitan Highways: Implications for Air Quality and Energy Use Transportation Research Board National Research Council Washington, D.C. 1995
  38. Panis L. Int , De Vlieger I. , Pelkmans L. , and Schrooten L. Effect of speed reduction on emissions of heavy duty lorries Proc. of the 8th Highway and Urban Environment Symposium 53 61 Springer 2007
  39. Greenwood I.D. and Bennett C.R. The effects of traffic congestion on fuel consumption Asian Development Bank Research Report # Task 2030-5 1995
  40. Rakha H.A. , Van Aerde M.W. A comparison of the simulation modules of the TRANSYT and INTEGRATION models Queen's University Research Report 1999
  41. Hoban C. , Reilly W. , and Archondo-Callao R. Economic Analysis of Road Projects with Congested Traffic World Bank Publications Washington D.C. 1994
  42. Greenwood I.D. and Bennett C.R. HDM-4 Fuel Consumption Modeling University of Birmingham Research Report # Task 2020-3 1995
  43. Biggs D. C. ARFCOM - models for estimating light to heavy vehicle fuel consumption Australian Road Research Board Vermont South, Victoria Research Report ARR No. 152 1988
  44. Bachman W. and Sarasua W. Geographic information framework for modeling mobile-source emissions Transportation Research Record 1551 123 133 1996
  45. Bachman W. and Sarasua W. Modeling regional mobile source emissions in a geographic information system framework Transportation Research Part C: Emerging Technologies 8 205 229 2000
  46. Chang M. and Evans L. Trip time versus stop time and fuel consumption characteristics in cities Transportation Science 15 3 183 209 1981
  47. Evans L. and Herman R. Automobile fuel economy on fixed urban driving schedules Transportation Science 12 2 137 152 1978
  48. Akcelik , R. An interpretation of the parameters in the simple average travel speed model of fuel consumption Australian Road Research 15 46 49 1985
  49. Richardson A.J. and Akcelik R. Fuel consumption models and data needs for the design and evaluation of urban traffic system Australian Road Research Board 1981
  50. Ding Y. and Rakha H. Trip-based explanatory variables for estimating vehicle fuel consumption and emission rates Journal of Water, Air, & Soil Pollution 2004
  51. Barlow T.J. , Boulter P.G. , and McCrae I.S. An evaluation of instantaneous emission models Transport Research Laboratory (TRL) UK Published Project Report # PPR268 2007
  52. Zhai H. , Frey H.C. and Rouphail N.M. A Vehicle Specific Power Approach to Speed- and Facility-Specific Emissions Estimates for Diesel Transit Buses Environmental Science & Technology 42 21 7985 7991 2008
  53. Song Y. , Yao E. , Zuo T. , and Lang Z. Emissions and fuel consumption modeling for evaluating environmental effectiveness of ITS strategies Discrete Dynamics in Nature and Society 2013 2013
  54. Mehta M. Design and Implementation of an Interface for the Integration of DynaMIT with the Traffic Management Center MSc Thesis Massachusetts Institute of Technology 2001
  55. Oanh N.T. Kim , Martel M. , Pongkiatkul P. , and Berkowicz R. Determination of fleet hourly emission and on-road vehicle emission factor using integrated monitoring and modeling approach Atmospheric Research 89 3 223 232 2008
  56. Pu J. and Yin C. Optimal control of fuel economy in parallel hybrid electric vehicles Proc. of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering 2007
  57. Ni D. and Henclewood D. Simple engine models for vehicle infrastructure integration-enabled in-vehicle applications IEEE Transactions on Vehicular Technology 2008
  58. Genta G. Motor Vehicle Dynamics: Modeling and Simulation Singapore World Scientific 2003
  59. Lindhjem C.E. , Pollack A.K. , Slott R.S. , and Sawyer R.F. Analysis of EPA's draft plan for emissions modeling in MOVES and MOVES GHG ENVIRON International Corporation Research Report # CRC Project E-68 2004
  60. Pitchford M. and Johnson B. Empirical model of vehicle emissions Journal of Environmental Science and Technology 27 4 1993
  61. Jennings , M. , Blumberg , P. , and Amann , R. A Dynamic Simulation of the Detroit Diesel Electronic Control System in Heavy Duty Truck Powertrains SAE Technical Paper 861959 1986 10.4271/861959
  62. Mianzo L. A transmission model for Hardware-in-the-Loop powertrain control system software development Proc. of the 2000 IEEE International Conference on Control Applications Anchorage Alaska, USA 2000
  63. Nilsson Y. , Eriksson L. , and Gunnarsson M. Torque Modeling for Optimising Fuel Economy in Variable Compression Engines International Journal of Modeling, Identification and Control 3 3 2008
  64. Assanis , D. and Heywood , J. Development and Use of a Computer Simulation of the Turbocompounded Diesel System for Engine Performance and Component Heat Transfer Studies SAE Technical Paper 860329 1986 10.4271/860329
  65. Filipi Z.S. and Assanis D.N. A nonlinear, transient, single-cylinder diesel engine simulation for predictions of instantaneous engine speed and torque Journal of Engineering Gas Turbines Power 123 4 951 959 2001
  66. Biggs D.C. and Akcelik R. Estimating effect of vehicle characteristics on fuel consumption Journal of Transportation Engineering 1987
  67. Cacciari A. and Piancastelli L. Fuel consumption optimisation and power requirement reduction via multiple speed gearbox and automatic selection system for an automotive application XII Associazione Nazionale Disengo di Macchine (ADM) International Conference Proc. Rimini, Italy G144 G152 2001
  68. Boulter P.G. , and Latham S. Emission factors 2009: report 4 - a review of methodologies for modelling cold-start emissions Transport Research Laboratory Limited UK Published Project Report # PPR357 2009
  69. Andre J. , and Joumard R. Modelling of cold start excess emissions for passenger cars Institut National de Recherche sur les Transports et leur Securite (INERTS) , Report # LTE 0509 2005
  70. Hueglin C. , Buchmann B. , and Weber R.O. Long-term observation of real-world road traffic emission factors on a motorway in Switzerland Atmospheric Environment 40 20 3696 3709 2006
  71. Umweltbundesamt Berlin HBEFA, HandBuch Für EmissionsFAktoren des Strassenverkehrs (Handbook of Emission Factors for Road Traffic) Umweltbundesamt Berlin, Bundesamt für Umwelt, Wald und Landschaft Bern Infras AG, Bern 2004
  72. Sommer C. , Krul R. , German R. , and Dressler F. Emissions vs. Travel Time: Simulative Evaluation of the Environmental Impact of ITS Proc. of IEEE 2010
  73. Boukerche A. , Oliveira H. , Nakamura E. , and Loureiro A. Vehicular Ad Hoc Networks: A New Challenge for Localization-Based Systems Elsevier Computer Communications 31 12 2838 2849 2008
  74. Kiess W. , Rybicki J. , and Mauve M. On the nature of Inter-Vehicle Communication Proc. of the 4th Workshop on Mobile Ad-Hoc Networks (WMAN 2007) Bern, Switzerland 493 502 March 2007
  75. Wischhof L. , Ebner A. , and Rohling H. Information dissemination in self-organizing intervehicle networks IEEE Transactions on Intelligent Transportation Systems 6 1 90 101 March 2005
  76. Bowyer D. P. , Akcelik R. , and Biggs D. C. Guide to fuel consumption analysis for urban traffic management Australian Road Research Board ARRB Special Report No. 32 1985
  77. Cappiello A. , Chabini I. , Nam E. , Lue A. , and Zeid M. Abou A statistical model of vehicle emissions and fuel consumption 5th IEEE International Conference on Intelligent Transportation Systems (IEEE ITSC) 801 809 2002
  78. Demers A. , Gao O. , Gehrke J. , Koch C. , Vaz Salles M. , and White W. Scaling Transportation Simulations Through Declarative Processing Proc. of Microsoft eScience Workshop Pittsburg, Pennsylvania 2009
  79. Zhai H. , Frey , H.C. and Rouphail N.M. Regional On-Road Vehicle Running Emissions Modeling and Evaluation for Conventional and Alternative Vehicle Technologies Environmental Science & Technology 43 21 8449 8455 2009
  80. European Automotive Research Partners Association The key role of modelling & simulation (M&S) for European R&D on road transport European Automotive Research Partners Association Brussels, Belgium Research Report 2010

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