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A Review and Outlook on Energy Consumption Estimation Models for Electric Vehicles

Journal Article
13-02-01-0005
ISSN: 2640-642X, e-ISSN: 2640-6438
Published March 29, 2021 by SAE International in United States
A Review and Outlook on Energy Consumption Estimation Models for
                    Electric Vehicles
Sector:
Citation: Chen, Y., Wu, G., Sun, R., Dubey, A. et al., "A Review and Outlook on Energy Consumption Estimation Models for Electric Vehicles," SAE J. STEEP 2(1):79-96, 2021, https://doi.org/10.4271/13-02-01-0005.
Language: English

References

  1. Chen , Y. and Fan , Y. Transportation Fuel Portfolio Design under Evolving Technology and Regulation: A California Case Study Transportation Research Part D: Transport and Environment 24 76 82 2013
  2. IEA Global Electric Vehicle Outlook 2019 Paris, France International Energy Agency 2019
  3. Hertzke , P. , Muller , N. , Schenk , S. , and Wu , T. The Global Electric-Vehicle Market Is Amped Up and On the Rise McKinsey Cent. Futur. Mobil 1 1 8 2018
  4. Smuts , M. , Scholtz , B. , and Wesson , J. A Critical Review of Factors Influencing the Remaining Driving Range of Electric Vehicles IEEE 2017 1st International Conference on Next Generation Computing Applications (NextComp) Mauritius 2017 196 201
  5. Li , W. , Long , R. , Chen , H. , and Geng , J. A Review of Factors Influencing Consumer Intentions to Adopt Battery Electric Vehicles Renewable and Sustainable Energy Reviews 78 318 328 2017
  6. Jiang , H. , Zhang , Y. , Chen , Y. , Zhao , C. et al. Power-Traffic Coordinated Operation for Bi-Peak Shaving and Bi-Ramp Smoothing-A Hierarchical Data-Driven Approach Applied Energy 229 756 766 2018
  7. Chan , C.C. The State of the Art of Electric and Hybrid Vehicles Proceedings of the IEEE 90 2 247 275 2002
  8. Lukic , S.M. , Cao , J. , Bansal , R.C. , Rodriguez , F. et al. Energy Storage Systems for Automotive Applications IEEE Transactions on Industrial Electronics 55 6 2258 2267 2008
  9. Khaligh , A. and Li , Z. Battery, Ultracapacitor, Fuel Cell, and Hybrid Energy Storage Systems for Electric, Hybrid Electric, Fuel Cell, and Plug-In Hybrid Electric Vehicles: State of the Art IEEE Transactions on Vehicular Technology 59 6 2806 2814 2010
  10. Tie , S.F. and Tan , C.W. A Review of Energy Sources and Energy Management System in Electric Vehicles Renewable and Sustainable Energy Reviews 20 82 102 2013
  11. Ehsani , M. , Gao , Y. , and Emadi , A. Modern Electric, Hybrid Electric and Fuel Cell Vehicles—Fundamentals, Theory, and Design Second Boca Raton Taylor & Francis 2010
  12. Grunditz , E.A. and Thiringer , T. Performance Analysis of Current BEVs Based on a Comprehensive Review of Specifications IEEE Transactions on Transportation Electrification 2 3 270 289 2016
  13. Genikomsakis , K.N. and Mitrentsis , G. A Computationally Efficient Simulation Model for Estimating Energy Consumption of Electric Vehicles in the Context of Route Planning Applications Transportation Research Part D: Transport and Environment 50 98 118 2017
  14. Li , Y. , Zhang , L. , Zheng , H. , He , X. et al. Evaluating the Energy Consumption of Electric Vehicles Based on Car-Following Model under Non-Lane Discipline Nonlinear Dynamics 82 1-2 629 641 2015
  15. Fiori , C. , Ahn , K. , and Rakha , H.A. Power-Based Electric Vehicle Energy Consumption Model: Model Development and Validation Applied Energy 168 257 268 2016
  16. Wu , X. , Freese , D. , Cabrera , A. , and Kitch , W.A. Electric Vehicles’ Energy Consumption Measurement and Estimation Transportation Research Part D: Transport and Environment 34 52 67 2015
  17. Jimenez , D. , Hernandez , S. , Fraile-Ardanuy , J. , Serrano , J. et al. Modelling the Effect of Driving Events on Electrical Vehicle Energy Consumption Using Inertial Sensors in Smartphones Energies 11 2 412 2018
  18. Romero Schmidt , J. , Eguren , J. , and Auat , C.F. Profiling the Instantaneous Power Consumption of Electric Machinery in Agricultural Environments: An Algebraic Approach Sustainability 11 7 2146 2019
  19. Fetene , G.M. , Kaplan , S. , Mabit , S.L. , Jensen , A.F. et al. Harnessing Big Data for Estimating the Energy Consumption and Driving Range of Electric Vehicles Transportation Research Part D: Transport and Environment 54 1 11 2017
  20. Masikos , M. , Demestichas , K. , Adamopoulou , E. , and Theologou , M. Mesoscopic Forecasting of Vehicular Consumption Using Neural Networks Soft Computing 19 1 145 156 2015
  21. Sun , S. , Zhang , J. , Bi , J. , and Wang , Y. A Machine Learning Method for Predicting Driving Range of Battery Electric Vehicles Journal of Advanced Transportation 2019
  22. Zhang , R. and Yao , E. Electric Vehicles’ Energy Consumption Estimation with Real Driving Condition Data Transportation Research Part D: Transport and Environment 41 177 187 2015
  23. Vepsalainen , J. , Otto , K. , Lajunen , A. , and Tammi , K. Computationally Efficient Model for Energy Demand Prediction of Electric City Bus in Varying Operating Conditions Energy 169 433 443 2019
  24. Ye , F. , Wu , G. , Boriboonsomsin , K. , and Barth , M.J. A Hybrid Approach to Estimating Electric Vehicle Energy Consumption for Ecodriving Applications IEEE 19th International Conference on Intelligent Transportation Systems (ITSC) Rio de Janeiro, Brazil 2016 719 724
  25. Zhang , R. and Yao , E. Eco-Driving at Signalised Intersections for Electric Vehicles IET Intelligent Transport Systems 9 5 488 497 2015
  26. Yao , E. , Wang , M. , Song , Y. , and Zhang , Y. Estimating Energy Consumption on the Basis of Microscopic Driving Parameters for Electric Vehicles Transportation Research Record 2454 1 84 91 2014
  27. Wang , J. , Liu , K. , and Yamamoto , T. Improving Electricity Consumption Estimation for Electric Vehicles Based on Sparse GPS Observations Energies 10 1 129 2017
  28. Li , W. , Stanula , P. , Egede , P. , Kara , S. et al. Determining the Main Factors Influencing the Energy Consumption of Electric Vehicles in the Usage Phase Procedia Cirp 48 352 357 2016
  29. Qi , Z. , Yang , J. , Jia , R. , and Wang , F. Investigating Real-World Energy Consumption of Electric Vehicles: A Case Study of Shanghai Procedia Computer Science 131 367 376 2018
  30. Galvin , R. Energy Consumption Effects of Speed and Acceleration in Electric Vehicles: Laboratory Case Studies and Implications for Drivers and Policymakers Transportation Research Part D: Transport and Environment 53 234 248 2017
  31. Liu , K. , Wang , J. , Yamamoto , T. , and Morikawa , T. Exploring the Interactive Effects of Ambient Temperature and Vehicle Auxiliary Loads on Electric Vehicle Energy Consumption Applied Energy 227 324 331 2018
  32. Luin , B. , Petelin , S. , and Al-Mansour , F. Microsimulation of Electric Vehicle Energy Consumption Energy 174 24 32 2019
  33. Zhang , R. and Yao , E. Mesoscopic Model Framework for Estimating Electric Vehicles’ Energy Consumption Sustainable Cities and Society 47 101478 2019
  34. Yuan , X. , Zhang , C. , Hong , G. , Huang , X. et al. Method for Evaluating the Real-World Driving Energy Consumptions of Electric Vehicles Energy 141 1955 1968 2017
  35. Xu , Y. and Wang , K. Research on Estimation Method of Mileage Power Consumption for Electric Vehicles International Conference on Computer Science, Electronics and Communication Engineering (CSECE 2018) Atlantis Press Paris 2018
  36. Bartłomiejczyk , M. Driving Performance Indicators of Electric Bus Driving Technique: Naturalistic Driving Data Multicriterial Analysis IEEE Transactions on Intelligent Transportation Systems 20 4 1442 1451 2018
  37. Qi , X. , Wu , G. , Boriboonsomsin , K. , and Barth , M.J. Data-Driven Decomposition Analysis and Estimation of Link-Level Electric Vehicle Energy Consumption under Real-World Traffic Conditions Transportation Research Part D: Transport and Environment 64 36 52 2018
  38. Jimenez-Palacios , J.L. 1998
  39. Specht , D.F. A General Regression Neural Network IEEE Transactions on Neural Networks 2 6 568 576 1991
  40. Felipe , J. , Amarillo , J.C. , Naranjo , J.E. , Serradilla , F. et al. Energy Consumption Estimation in Electric Vehicles Considering Driving Style IEEE 18th International Conference on Intelligent Transportation Systems Gran Canaria, Spain 2015 101 106
  41. Wang , J. , Besselink , I. , and Nijmeijer , H. Battery Electric Vehicle Energy Consumption Prediction for a Trip Based on Route Information Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering 232 11 1528 1542 2018
  42. Liu , K. , Wang , J. , Yamamoto , T. , and Morikawa , T. Modelling the Multilevel Structure and Mixed Effects of the Factors Influencing the Energy Consumption of Electric Vehicles Applied Energy 183 1351 1360 2016
  43. Alvarez , A.D. , Garcia , F.S. , Naranjo , J.E. , Anaya , J.J. et al. Modeling the Driving Behavior of Electric Vehicles Using Smartphones and Neural Networks IEEE Intelligent Transportation Systems Magazine 6 3 44 53 2014
  44. Liu , K. , Yamamoto , T. , and Morikawa , T. Impact of Road Gradient on Energy Consumption of Electric Vehicles Transportation Research Part D: Transport and Environment 54 74 81 2017
  45. Hu , K. , Wu , J. , and Schwanen , T. Differences in Energy Consumption in Electric Vehicles: An Exploratory Real-World Study in Beijing Journal of Advanced Transportation 2017 1 17 2017
  46. Yang , S.C. , Gou , W.Z. , Tang , T.Q. , and Shang , H.Y. Effects of Exchanging Battery on the Electric Vehicle’s Electricity Consumption in a Single-Lane Traffic System Journal of Applied Mathematics 2014 3 1 9 2014
  47. Qi , X. , Barth , M.J. , Wu , G. , Boriboonsomsin , K. et al. Energy Impact of Connected Ecodriving on Electric Vehicles Road Vehicle Automation 4 Cham Springer 2018 97 111
  48. Asamer , J. , Graser , A. , Heilmann , B. , and Ruthmair , M. Sensitivity Analysis for Energy Demand Estimation of Electric Vehicles Transportation Research Part D: Transport and Environment 46 182 199 2016
  49. Chen , Y. , Baek , D. , Kim , J. , Di Cataldo , S. et al. A SystemC-AMS Framework for the Design and Simulation of Energy Management in Electric Vehicles IEEE Access 7 25779 25791 2019
  50. Baek , D. and Chang , N. Runtime Power Management of Battery Electric Vehicles for Extended Range with Consideration of Driving Time IEEE Transactions on Very Large Scale Integration (VLSI) Systems 27 3 549 559 2018
  51. Xiao , Y. , Zuo , X. , Kaku , I. , Zhou , S. et al. Development of Energy Consumption Optimization Model for the Electric Vehicle Routing Problem with Time Windows Journal of Cleaner Production 225 647 663 2019
  52. Yavasoglu , H.A. , Tetik , Y.E. , and Gokce , K. Implementation of Machine Learning Based Real Time Range Estimation Method without Destination Knowledge for BEVs Energy 172 1179 1186 2019
  53. Dong , J. and Hu , L. Midwest Transportation Center Report DTRT 13-G-UTC37 2017 Ames, IA, United States https://intrans.iastate.edu/research/completed/investigation-of-the-link-between-macroscopic-traffic-flow-characteristics-and-individual-vehicle-fuel-consumption 2017
  54. Alves , J. , Baptista , P.C. , Goncalves , G.A. , and Duarte , G.O. Indirect Methodologies to Estimate Energy Use in Vehicles: Application to Battery Electric Vehicles Energy Conversion and Management 124 116 129 2016
  55. Kowlasky , D. Quantifying Behavioral Impacts on Electric Vehicle Efficiency Thesis for Master of Science, University of Rhode Island 2018 Kingston, RI, United States https://digitalcommons.uri.edu/theses/1139 2017
  56. Wang , J. , Elbery , A. , and Rakha , H.A. A Real-Time Vehicle-Specific Eco-Routing Model for On-Board Navigation Applications Capturing Transient Vehicle Behavior Transportation Research Part C: Emerging Technologies 104 1 21 2019
  57. Schwertner , N. Thesis for Master of Science, University of Rhode Island 2018 Kingston, RI, United States https://digitalcommons.uri.edu/theses/1315 2018
  58. Qi , X. 2016
  59. Bartels , R.L. , Kowalsky , D. , Jonas , T. , and Macht , G.A. Ease of EVs: Exploring Factors that Influence Battery Consumption International Journal of Sustainable Transportation 14 701 709 2019
  60. Wang , J. and Rakha , H.A. Electric Train Energy Consumption Modeling Applied Energy 193 346 355 2017
  61. Ahn , K. , and Rakha , H. A Simple Hybrid Electric Vehicle Fuel Consumption Model for Transportation Applications Blacksburg, VA Virginia Polytechnic Institute and State University 2019
  62. Beckers , C.J. , Besselink , I.J. , Frints , J.J. , and Nijmeijer , H. Energy Consumption Prediction for Electric City Buses 13th ITS European Congress Brainport, the Netherlands 2019
  63. Basso , R. , Kulcsar , B. , Egardt , B. , Lindroth , P. et al. Energy Consumption Estimation Integrated into the Electric Vehicle Routing Problem Transportation Research Part D: Transport and Environment 69 141 167 2019
  64. Fotouhi , A. , Shateri , N. , Shona Laila , D. , and Auger , D.J. Electric Vehicle Energy Consumption Estimation for a Fleet Management System International Journal of Sustainable Transportation 30 1 5 2019
  65. Modi , S. , Bhattacharya , J. , and Basak , P. Estimation of Energy Consumption of Electric Vehicles Using Deep Convolutional Neural Network to Reduce Driver’s Range Anxiety ISA Transactions 98 454 470 2020
  66. Zhang , C. , Yang , F. , Ke , X. , Liu , Z. et al. Predictive Modeling of Energy Consumption and Greenhouse Gas Emissions from Autonomous Electric Vehicle Operations Applied Energy 254 113597 2019
  67. Chen , S. , Sun , W. , Li , Y. , and Shi , L. On the Relationship between Energy Consumption and Driving Behavior of Electric Vehicles Based on Statistical Features Chinese Control Conference (CCC) Guangzhou, China 2019 3782 3787
  68. Maia , R. , Silva , M. , Araujo , R. , and Nunes , U. Electrical Vehicle Modeling: A Fuzzy Logic Model for Regenerative Braking Expert Systems with Applications 42 22 8504 8519 2015
  69. Yang , S.C. , Li , M. , Lin , Y. , and Tang , T.Q. Electric Vehicle’s Electricity Consumption on a Road with Different Slope Physica A: Statistical Mechanics and Its Applications 402 41 48 2014
  70. Boundy , R.G. Transportation Energy Data Book: Edition 37 United States n.p. 2019 10.2172/1493136
  71. Zheng , Y. , Niu , S. , Shang , Y. , Shao , Z. et al. Integrating Plug-In Electric Vehicles into Power Grids: A Comprehensive Review on Power Interaction Mode, Scheduling Methodology and Mathematical Foundation Renewable and Sustainable Energy Reviews 112 424 439 2019
  72. Yao , J. , and Moawad , A. Vehicle Energy Consumption Estimation Using Large Scale Simulations and Machine Learning Methods Transportation Research Part C: Emerging Technologies 101 276 296 2019
  73. Travesset-Baro , O. , Rosas-Casals , M. , and Jover , E. Transport Energy Consumption in Mountainous Roads. A Comparative Case Study for Internal Combustion Engines and Electric Vehicles in Andorra Transportation Research Part D: Transport and Environment 1 34 16 26 2015
  74. Maia , R. , Silva , M. , Araujo , R. , and Nunes , U. Electric Vehicle Simulator for Energy Consumption Studies in Electric Mobility Systems 2011 IEEE Forum on Integrated and Sustainable Transportation Systems Vienna, Austria 2011 227 232
  75. Hayes , J.G. and Davis , K. Simplified Electric Vehicle Powertrain Model for Range and Energy Consumption Based on EPA Coast-Down Parameters and Test Validation by Argonne National Lab Data on the Nissan Leaf IEEE Transportation Electrification Conference and Expo (ITEC) Dearborn, MI 2014 1 6
  76. Bingham , C. , Walsh , C. , and Carroll , S. Impact of Driving Characteristics on Electric Vehicle Energy Consumption and Range IET Intelligent Transport Systems 6 1 29 35 2012
  77. Wu , D. , Aliprantis , D.C. , and Gkritza , K. Electric Energy and Power Consumption by Light-Duty Plug-In Electric Vehicles IEEE Transactions on Power Systems 26 2 738 746 2011
  78. Kessler , L. and Bogenberger , K. Forecast of the Energy Consumption of BEV Based on Dynamic Traffic Information The International Scientific Conference on Mobility and Transport Technologies Munich, Germany 2015
  79. Yao , E. , Yang , Z. , Song , Y. , and Zuo , T. Comparison of Electric Vehicle’s Energy Consumption Factors for Different Road Types Discrete Dynamics in Nature and Society 2013
  80. Yang , S. , Deng , C. , Tang , T. , and Qian , Y. Electric Vehicle’s Energy Consumption of Car-Following Models Nonlinear Dynamics 71 1-2 323 329 2013
  81. De Cauwer , C. , Van Mierlo , J. , and Coosemans , T. Energy Consumption Prediction for Electric Vehicles Based on Real-World Data Energies 8 8 8573 8593 2015
  82. Sweeting , W.J. , Hutchinson , A.R. , and Savage , S.D. Factors Affecting Electric Vehicle Energy Consumption International Journal of Sustainable Engineering 4 3 192 201 2011
  83. Bottiglione , F. , De Pinto , S. , Mantriota , G. , and Sorniotti , A. Energy Consumption of a Battery Electric Vehicle with Infinitely Variable Transmission Energies 7 12 8317 8337 2014
  84. Kambly , K. and Bradley , T.H. Geographical and Temporal Differences in Electric Vehicle range due to Cabin Conditioning Energy Consumption Journal of Power Sources 275 468 475 2015
  85. Iora , P. and Tribioli , L. Effect of Ambient Temperature on Electric Vehicles’ Energy Consumption and Range: Model Definition and Sensitivity Analysis Based on Nissan Leaf Data World Electric Vehicle Journal 10 1 2 2019
  86. Wang , J. , Besselink , I. , and Nijmeijer , H. Electric Vehicle Energy Consumption Modelling and Prediction Based on Road Information World Electric Vehicle Journal 7 3 447 458 2015
  87. Wang , Y. , Jiang , J. , and Mu , T. Context-Aware and Energy-Driven Route Optimization for Fully Electric Vehicles via Crowdsourcing IEEE Transactions on Intelligent Transportation Systems 14 3 1331 1345 2013
  88. Wang , H. , Zhao , D. , Meng , Q. , Ong , G.P. et al. Network-Level Energy Consumption Estimation for Electric Vehicles Considering Vehicle and User Heterogeneity Transportation Research Part A: Policy and Practice 132 30 46 2020
  89. Zhang , Y. , Wang , W. , Kobayashi , Y. , and Shirai , K. Remaining Driving Range Estimation of Electric Vehicle 2012 IEEE International Electric Vehicle Conference Greenville, SC 2012 1 7
  90. Abousleiman , R. and Rawashdeh , O. Energy Consumption Model of an Electric Vehicle 2015 IEEE Transportation Electrification Conference and Expo (ITEC) Dearborn, MI 2015 1 5
  91. Wang , H. , Zhao , D. , Cai , Y. , Meng , Q. et al. A Trajectory-Based Energy Consumption Estimation Method Considering Battery Degradation for an Urban Electric Vehicle Network Transportation Research Part D: Transport and Environment 74 142 153 2019
  92. Karbowski , D. , Pagerit , S. , and Calkins , A. Energy Consumption Prediction of a Vehicle along a User-Specified Real-World Trip World Electric Vehicle Journal 5 4 1109 1120 2012
  93. Tehrani , M.G. , Kelkka , J. , Sopanen , J. , Mikkola , A. et al. Electric Vehicle Energy Consumption Simulation by Modeling the Efficiency of Driveline Components SAE Int. J. Commer. Veh. 9 1 31 39 2016 https://doi.org/10.4271/2016-01-9016
  94. Fiori , C. and Marzano , V. Modelling Energy Consumption of Electric Freight Vehicles in Urban Pickup/Delivery Operations: Analysis and Estimation on a Real-World Dataset Transportation Research Part D: Transport and Environment 65 658 673 2018
  95. Wang , J.B. , Liu , K. , Yamamoto , T. , and Morikawa , T. Improving Estimation Accuracy for Electric Vehicle Energy Consumption Considering the Effects of Ambient Temperature Energy Procedia 105 2904 2909 2017
  96. Wu , G. , Boriboonsomsin , K. , and Barth , M. 2014
  97. Wu , G. , Ye , F. , Hao , P. , Esaid , D. et al. 2019
  98. Hassoun , M. Fundamentals of Artificial Neural Networks Proceedings of the IEEE 84 906 2005
  99. Hyndman , R.J. , and Koehler , A.B. Another Look at Measures of Forecast Accuracy International Journal of Forecasting 22 4 679 688 2006 https://doi.org/10.1016/j.ijforecast.2006.03.001
  100. Egede , P. Environmental Assessment of Lightweight Electric Vehicles Sustainable Production, Life Cycle Engineering and Management Cham Springer International Publishing 2017 10.1007/978-3-319-40277-2_2
  101. Kavalchuk , I. , Arisoy , H. , Stojcevski , A. , and Oo , A.M.T. Advanced Simulation of Power Consumption of Electric Vehicles Electrical, Computer, Energetic, Electronic and Communication Engineering 9 1 53 59 2015 2015

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