State-of-the-Art and Development Trends of Energy Management Strategies for Intelligent and Connected New Energy Vehicles: A Review

Authors

• Zhen Song - Tongji University
• Ke Song - Tongji University
• Tong Zhang - Tongji University

Topic

• Intelligent transportation Systems
• Research and development
• Autonomous vehicles
• Hybrid electric vehicles
• Fuel economy
• Congestion
• Environmental protection
• Powertrains
• Technical review
• Internet

Citation

Also In

References

1. Zheng , C. , Li , W. , and Liang , Q. An Energy Management Strategy of Hybrid Energy Storage Systems for Electric Vehicle Applications IEEE Transactions on Sustainable Energy 9 4 1880 1888 2018 10.1109/TSTE.2018.2818259
2. Xiong , R. , Cao , J. , and Yu , Q. Reinforcement Learning-based Real-time Power Management for Hybrid Energy Storage System in the Plug-in Hybrid Electric Vehicle Applied Energy 211 538 548 2018 10.1016/j.apenergy.2017.11.072
3. Yang , C. , Du , S. , Li , L. , You , S. et al. Adaptive Real-Time Optimal Energy Management Strategy Based on Equivalent Factors Optimization for Plug-in Hybrid Electric Vehicle Applied Energy 203 883 896 2017 10.1016/j.apenergy.2017.06.106
4. Chen , Z. , Xiong , R. , Wang , C. , and Cao , J. An On-Line Predictive Energy Management Strategy for Plug-In Hybrid Electric Vehicles to Counter the Uncertain Prediction of the Driving Cycle Applied Energy 185 1663 1672 2017 10.1016/j.apenergy.2016.01.071
5. Salmasi , F.R. Control Strategies for Hybrid Electric Vehicles: Evolution, Classification, Comparison, and Future Trends IEEE Transactions on Vehicular Technology 56 5 2393 2404 2007 10.1109/TVT.2007.899933
6. Bayindir , Ç.K. , Gözüküçük , M.A. , and Teke , A. A Comprehensive Overview of Hybrid Electric Vehicle: Powertrain Configurations, Powertrain Control Techniques and Electronic Control Units Energy Conversion and Management 52 2 1305 1313 2011 10.1016/j.enconman.2010.09.028
7. Hannan , M.A. , Azidin , F.A. , and Mohamed , A. Hybrid Electric Vehicles and Their Challenges: A Review Renewable and Sustainable Energy Reviews 29 135 150 2014 10.1016/j.rser.2013.08.097
8. Chen , H. , Song , Z. , Zhao , X. , Zhang , T. et al. A Review of Durability Test Protocols of the Proton Exchange Membrane Fuel Cells for Vehicle Applied Energy 224 289 299 2018 10.1016/j.apenergy.2018.04.050
9. Odeim , F. , Roes , J. , Wülbeck , L. , and Heinzel , A. Power Management Optimization of Fuel Cell/battery Hybrid Vehicles with Experimental Validation Journal of Power Sources 252 333 343 2014 10.1016/j.jpowsour.2013.12.012
10. Wang , Y. , Chen , K.S. , Mishler , J. , Cho , S.C. et al. A Review of Polymer Electrolyte Membrane Fuel Cells: Technology, Applications, and Needs on Fundamental Research Applied Energy 88 4 981 1007 2011 10.1016/j.apenergy.2010.09.030
11. Borup , R. , Meyers , J. , Pivovar , B. , Kim , Y. et al. Scientific Aspects of Polymer Electrolyte Fuel Cell Durability and Degradation Chemical Reviews 107 10 3904 3951 2007 10.1021/cr050182l
12. Peighambardoust , S.J. , Rowshanzamir , S. , and Amjadi , M. Review of the Proton Exchange Membranes for Fuel Cell Applications International Journal of Hydrogen Energy 35 17 9349 9384 2010 10.1016/j.ijhydene.2010.05.017
13. Miller , M. and Bazylak , A. A Review of Polymer Electrolyte Membrane Fuel Cell Stack Testing Journal of Power Sources 196 2 601 613 2011 10.1016/j.jpowsour.2010.07.072
14. Zhang , P. , Yan , F. , and Du , C. A Comprehensive Analysis of Energy Management Strategies for Hybrid Electric Vehicles Based on Bibliometrics Renewable and Sustainable Energy Reviews 48 88 104 2015 10.1016/j.rser.2015.03.093
15. Peng , J. , He , H. , and Xiong , R. Rule Based Energy Management Strategy for a Series-Parallel Plug-In Hybrid Electric Bus Optimized by Dynamic Programming Applied Energy 185 1633 1643 2017 10.1016/j.apenergy.2015.12.031
16. 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 10.1016/j.rser.2012.11.077
17. Langari , R. and Won , J.S. Intelligent Energy Management Agent for a Parallel Hybrid Vehicle-Part I: System Architecture and Design of the Driving Situation Identification Process IEEE Transactions on Vehicular Technology 54 2 925 934 2005 10.1109/TVT.2005.844685
18. Won , J.S. and Langari , R. Intelligent Energy Management Agent for a Parallel Hybrid Vehicle-Part II: Torque Distribution, Charge Sustenance Strategies, and Performance Results IEEE Transactions on Vehicular Technology 54 3 935 953 2005 10.1109/TVT.2005.844683
19. Li , L. , You , S. , Yang , C. , Yan , B. et al. Driving-Behavior-Aware Stochastic Model Predictive Control for Plug-In Hybrid Electric Buses Applied Energy 162 15 868 879 2016 10.1016/j.apenergy.2015.10.152
20. Sun , C. , Sun , F. , and He , H. Investigating Adaptive-ECMS with Velocity Forecast Ability for Hybrid Electric Vehicles Applied Energy 185 1644 1653 2017 10.1016/j.apenergy.2016.02.026
21. Zhang , J. , Wang , F.-Y. , Wang , K. , Lin , W.-H. et al. Data-Driven Intelligent Transportation Systems: A Survey IEEE Transactions on Intelligent Transportation Systems 12 4 1624 1639 2012 10.1109/TITS.2011.2158001
22. Faouzi , N.-E.E. , Leung , H. , and Kurian , A. Data Fusion in Intelligent Transportation Systems: Progress and Challenges-A Survey Information Fusion 12 1 4 10 2011 10.1016/j.inffus.2010.06.001
23. Wang , F.-Y. Parallel Control and Management for Intelligent Transportation Systems: Concepts, Architectures, and Applications IEEE Transactions on Intelligent Transportation Systems 11 3 630 638 2010 10.1109/TITS.2010.2060218
24. Shah , S.A.A. , Ahmed , E. , Xia , F. , Karim , A. et al. Adaptive Beaconing Approaches for Vehicular Ad Hoc Networks: A Survey IEEE Systems Journal 12 2 1263 1277 2018 10.1109/JSYST.2016.2573680
25. Shah , S.A.A. , Ahmed , E. , Imran , M. , and Zeadally , S. 5G for Vehicular Communications IEEE Communications Magazine 56 1 111 117 2018 10.1109/MCOM.2018.1700467
26. Li , K. , Dai , Y. , Li , S. , and Bian , M. State-of-the-art and Technical Trends of Intelligent and Connected Vehicles J Automotive Safety and Energy 8 1 1 14 2017 10.3969/j.issn.1674-8484.2017.01.001
27. Zhang , S. , Zhang , D. , Luo , Y. , Wang , J. et al. Predictive Energy Management Strategy for Electric Vehicles Based on Estimation of Preceding Vehicle Future Movements 2016 IEEE International Conference on Advanced Intelligent Mechatronics. IEEE 2016 1436 1441 10.1109/AIM.2016.7576972
28. Fazelpour , F. , Vafaeipour , M. , Rahbari , O. , and Rosen , M.A. Intelligent Optimization to Integrate a Plug-In Hybrid Electric Vehicle Smart Parking Lot with Renewable Energy Resources and Enhance Grid Characteristics Energy Conversion and Management 77 250 261 2014 10.1016/j.enconman.2013.09.006
29. Gong , Q. , Li , Y. , and Peng , Z. R. Optimal Power Management of Plug-In HEV with Intelligent Transportation System 2007 IEEE/ASME International Conference on Advanced Intelligent Mechatronics. IEEE 2007 1 6 10.1109/AIM.2007.4412579
30. Yu , R. , Zhang , Y. , Gjessing , S. , Xia , W. et al. Toward Cloud-Based Vehicular Networks with Efficient Resource Management IEEE Network 27 5 48 55 2013 10.1109/MNET.2013.6616115
31. Lin , H. and Huang , X. Survey on Internet of Vehicle Technology Journal of Mechanical & Electrical Engineering. 31 9 1235 1238 2014 10.3969/j.issn.1001-4551.2014.09.029
32. Chen , J. , Huang , X. , and Li , J. Discussion on V2X Communication Technology for Intelligent Networked Cars Telecommunications Technology 5 24 27 2016 10.3969/j.issn.1000-1247.2016.05.005
33. Gerla , M. , Lee , E.K. , Pau , G. , and Lee , U. Internet of Vehicles: From Intelligent Grid to Autonomous Cars and Vehicular Clouds IEEE World Forum on Internet of Things (WF-IoT). IEEE 2014 241 246 2014 10.1109/WF-IoT.2014.6803166
34. Ibáñez , J.A.G. , Zeadally , S. , and Contreras-Castillo , J. Integration Challenges of Intelligent Transportation Systems with Connected Vehicle, Cloud Computing, and Internet of Things Technologies IEEE Wireless Communications 22 6 122 128 2015 10.1109/MWC.2015.7368833
35. Rios-Torres , J. , Malikopoulos , A. , and Pisu , P. Online Optimal Control of Connected Vehicles for Efficient Traffic Flow at Merging Roads 2015 IEEE 18th International Conference on Intelligent Transportation Systems. IEEE 2015 2432 2437 10.1109/ITSC.2015.392
36. Lee , J. and Park , B. Development and Evaluation of a Cooperative Vehicle Intersection Control Algorithm under the Connected Vehicles Environment IEEE Transactions on Intelligent Transportation Systems 13 1 81 90 2012 10.1109/TITS.2011.2178836
37. National Manufacturing Strategy Advisory Committee Strategic Consulting Center of Chinese Academy of Engineering Made in China 2025 Strategy: The Green Book on Technological Innovation in Key Areas- Technology Road Map Beijing, China Publishing House of Electronics Industry 2018
38. SAE-China Technology Road Map for Energy Saving and New Energy Vehicles Beijing, China China Machine Press 2016
39. Jin , Q. , Wu , G. , Boriboonsomsin , K. , and Barth , M. Advanced Intersection Management for Connected Vehicles Using a Multi-Agent Systems Approach 2012 IEEE Intelligent Vehicles Symposium. IEEE 2012 932 937 10.1109/IVS.2012.6232287
40. Dimitrakopoulos , G. Intelligent Transportation Systems Based on Internet-Connected Vehicles_ Fundamental Research Areas and Challenges 2011 11th International Conference on ITS Telecommunications IEEE 2011 145 151 10.1109/ITST.2011.6060042
41. Kaiwartya , O. , Abdullah , A.H. , Cao , Y. , Altameem , A. et al. Internet of Vehicles: Motivation, Layered Architecture, Network Model, Challenges, and Future Aspects IEEE Access 4 5356 5373 2016 10.1109/ACCESS.2016.2603219
42. Martinez , C.M. , Hu , X. , Cao , D. , Velenis , E. et al. Energy Management in Plug-In Hybrid Electric Vehicles: Recent Progress and a Connected Vehicles Perspective IEEE Transactions on Vehicular Technology 66 6 4534 4549 2017 10.1109/TVT.2016.2582721
43. Woestman , J.T. , Patil , P.B. , Stunz , R.M. , and Pilutti , T.E. 2002
44. Bassett , M. , Brods , B. , Hall , J. , Borman , S. et al. GPS Based Energy Management Control for Plug-in Hybrid Vehicles SAE Technical Paper 2015-01-1226 2015 10.4271/2015-01-1226
45. Ding , Z. , Lu , F. , and Sun , C. A Design of Cooperative Vehicle Infrastructure System Based on Internet of Vehicle Technologies Applied Mechanics & Material 552 363 366 2014 10.2991/mems.2012.56
46. Liu , C. , Chau , K.T. , Wu , D. , and Gao , S. Opportunities and Challenges of Vehicle-to-Home, Vehicle-to-Vehicle, and Vehicle-to-Grid Technologies Proceedings of the IEEE 101 11 2409 2427 2013 10.1109/JPROC.2013.2271951
47. Lu , N. , Cheng , N. , Zhang , N. , Shen , X. et al. Connected Vehicles: Solutions and Challenges IEEE Internet of Things Journal 1 4 289 299 2014 10.1109/JIOT.2014.2327587
48. Ye , Z. , Wang , Y. , and Wen , Y. Effects of Information Filtering on Driving Procedia-Social and Behavioral Sciences 96 1755 1763 2013 10.1016/j.sbspro.2013.08.200
49. Ahmane , M. , Abbas-Turki , A. , Perronnet , F. , Wu , J. et al. Modeling and Controlling An Isolated Urban Intersection Based on Cooperative Vehicles Transportation Research Part C: Emerging Technologies 28 44 62 2013 10.1016/j.trc.2012.11.004
50. Rajagopalan , A. and Washington , G. Intelligent Control of Hybrid Electric Vehicles Using GPS Information SAE Technical Paper 2002-01-1936 2002 10.4271/2002-01-1936
51. Ramadan , H.S. , Becherif , M. , and Claude , F. Energy Management Improvement of Hybrid Electric Vehicles via Combined GPS/Rule-Based Methodology IEEE Transactions on Automation Science and Engineering 14 2 586 597 2017 10.1109/TASE.2017.2650146
52. Gong , Q. , Li , Y. , and Peng , Z. Power Management of Plug-In Hybrid Electric Vehicles Using Neural Network Based Trip Modeling American Control Conference, 2009. ACC'09 IEEE 2009 4601 4606 10.1109/ACC.2009.5160623
53. Gong , Q. , Li , Y. , and Peng , Z-R. Computationally Efficient Optimal Power Management for Plug-In Hybrid Electric Vehicles Based on Spatial-Domain Two-Scale Dynamic Programming 2008 IEEE International Conference on Vehicular Electronics and Safety IEEE 2008 90 95 10.1109/ICVES.2008.4640882
54. Bojan , T.M. , Kumar , U.R. , and Bojan , V.M. An Internet of Things based Intelligent Transportation System 2014 IEEE International Conference on Vehicular Electronics and Safety IEEE 2004 174 179 10.1109/ICVES.2014.7063743
55. Dubey , A. , Lakhani , M. , Dave , S. and Patoliya , J.J. Internet of Things Based Adaptive Traffic Management System as A Part of Intelligent Transportation System (ITS) 2017 International Conference on Soft Computing and its Engineering Applications (icSoftComp) IEEE 2017 1 6 10.1109/ICSOFTCOMP.2017.8280081
56. Engstrom , J. and Victor , T. 2005
57. Won , J.S. and Langari , R. Intelligent Energy Management Agent for A Parallel Hybrid Vehicle Proceedings of the 2003 American Control Conference IEEE 2003 2560 2565 10.1109/ACC.2003.1243462
58. Gong , Q. , Li , Y. and Peng , Z.-R. Trip Based Power Management of Plug-in Hybrid Electric Vehicle with Two-Scale Dynamic Programmin 2007 IEEE Vehicle Power and Propulsion Conference IEEE 2007 12 19 10.1109/VPPC.2007.4544089
59. Gong , Q. , Li , Y. , and Peng , Z.-R. Trip-Based Optimal Power Management of Plug-in Hybrid Electric Vehicles IEEE Transactions on Vehicular Technology 57 6 3393 3401 2008 10.1109/TVT.2008.921622
60. Wang , R. and Lukic , S.M. Review of Driving Conditions Prediction and Driving Style Recognition Based Control Algorithms for Hybrid Electric Vehicles 2011 IEEE Vehicle Power and Propulsion Conference IEEE 2011 1 7 10.1109/VPPC.2011.6043061
61. Bartholomaeus , R. , Klingner , M. , and Lehnert , M. Prediction of Power Demand for Hybrid Vehicles Operating in Fixed-Route Service IFAC Proceedings Volumes 41 2 5640 5645 2008 10.3182/20080706-5-KR-1001.00951
62. Hu , C. , Huang , A.Q. , and Gao , Y. Comprehensive Lost Minimization Strategy for Parallel Plug-In Hybrid Electric Vehicles 2013 IEEE Transportation Electrification Conference and Expo (ITEC) IEEE 2013 1 7 10.1109/ITEC.2013.6573501
63. Fraidl , G.K , Kapus , P. and Korman , M. et al.
64. Fraidl , G.K. , Beste , F. , Kapus , P.E. , Korman , M. et al. Challenges and Solutions for Range Extenders-From Concept Considerations to Practical Experiences SAE Technical Paper 2011-37-0019 2011 10.4271/2011-37-0019
65. Sciarretta , A. and Guzzella , L. Control of Hybrid Electric Vehicles IEEE Control Systems Magazine 27 2 60 70 2007 10.1109/MCS.2007.338280
66. Shu , H. , Gao , Y. , Yang , W. , and Jiang , Y. Study on Predictive Control of Fuel Economy for Medium HEVs Journal of Highway and Transportation Research and Development 26 1 149 153 2009 1002-0268(2009)01-0149-05
67. Shu , H. , Nie , T. , Deng , L. , and Qiao , J. Model Predictive Control for A Plug-In Hybrid Electric Vehicle Journal of Chongqing University 34 5 36 41 2011 1000-582X(2001)05-036-06
68. Kim , B. , Kim , Y. , Kim , T. , Park , Y. et al. HEV Cruise Control Strategy on GPS (Navigation) Information World Electric Vehicle Journal 3 3 589 596 2009 10.3390/wevj3030589
69. Zhang , C. , Vahidi , A. , Pisu , P. , Li , X. et al. Role of Terrain Preview in Energy Management of Hybrid Electric Vehicles IEEE Transactions on Vehicular Technology 59 3 1139 1147 2010 10.1109/TVT.2009.2038707
70. Zhang , C. , Vahid , and Ardalan Real-time Optimal Control of Plug-In Hybrid Vehicles with Trip Preview Proceedings of the 2010 American Control Conference IEEE 2010 6917 6922 10.1109/ACC.2010.5531308
71. Yokoi , Y. , Ichikawa , S. , Doki , S. , Okuma , S. et al. Driving Pattern Prediction for an Energy Management System of Hybrid Electric Vehicles in a Specific Driving Course 30th Annual Conference of IEEE Industrial Electronics Society IEEE 2004 10.1109/IECON.2004.1431842
72. Tulpule , P. , Marano , V. , and Rizzoni , G. Effect of Traffic, Road and Weather Information on PHEV Energy Management SAE Technical Paper 2011-24-0162 2011 10.4271/2011-24-0162
73. Donateo , T. , Pacella , D. , and Laforgia , D. Development of an Energy Management Strategy for Plug-in Series Hybrid Electric Vehicle Based on the Prediction of the Future Driving Cycles by ICT Technologies and Optimized Maps SAE Technical Paper 2011-01-0892 2011 10.4271/2011-01-0892
74. Kim , T.S. , Manzie , C. , and Sharma , R. Model Predictive Control of Velocity and Torque Split in A Parallel Hybrid Vehicle 2009 IEEE International Conference on Systems, Man and Cybernetics IEEE 2009 2014 2019 10.1109/ICSMC.2009.5346115
75. Abdul-Hak , M. , Al-Holou , N. , Mohammad , U. , Tamer , M.A. et al. ITS Based Methodology to Reduce Energy Consumption And Emissions 2012 IEEE Transportation Electrification Conference and Expo IEEE 2012 1 7 10.1109/ITEC.2012.6243452

Cited By