This content is not included in your SAE MOBILUS subscription, or you are not logged in.

A Neural Network-Based Regression Study for a Hybrid Battery Thermal Management System under Fast Charging

Journal Article
14-11-02-0015
ISSN: 2691-3747, e-ISSN: 2691-3755
Published November 03, 2021 by SAE International in United States
A Neural Network-Based Regression Study for a Hybrid Battery Thermal
                    Management System under Fast Charging
Sector:
Citation: Chen, S., Zhang, G., Qiao, D., Wang, X. et al., "A Neural Network-Based Regression Study for a Hybrid Battery Thermal Management System under Fast Charging," SAE Int. J. Elec. Veh. 11(2):189-202, 2022, https://doi.org/10.4271/14-11-02-0015.
Language: English

References

  1. Zhang , G. , Wei , X. , Tang , X. , Zhu , J. et al. Internal Short Circuit Mechanisms, Experimental Approaches and Detection Methods of Lithium-Ion Batteries for Electric Vehicles: A Review Renewable and Sustainable Energy Reviews 141 2021 110790
  2. Zhang , Y. , Chen , S. , Shahin , M.E. , Niu , X. et al. Multi-Objective Optimization of Lithium-Ion Battery Pack Casing for Electric Vehicles: Key Role of Materials Design and Their Influence International Journal of Energy Research 44 12 2020 9414 9437
  3. Chen , S. , Bao , N. , Peng , X. , Garg , A. et al. A Thermal Design and Experimental Investigation for the Fast Charging Process of a Lithium-Ion Battery Module With Liquid Cooling Journal of Electrochemical Energy Conversion and Storage 17 2 2020 021109
  4. Gao , Q. , Liu , Y. , Wang , G. , Deng , F. et al. An Experimental Investigation of Refrigerant Emergency Spray on Cooling and Oxygen Suppression for Overheating Power Battery Journal of Power Sources 415 2019 33 43
  5. Zhang , G. , Wei , X. , Han , G. , Dai , H. et al. Lithium Plating on the Anode for Lithium-Ion Batteries During Long-Term Low Temperature Cycling Journal of Power Sources 484 2021 229312
  6. Peng , X. , Chen , S. , Garg , A. , Bao , N. et al. A Review of the Estimation and Heating Methods for Lithium-Ion Batteries Pack at the Cold Environment Energy Science & Engineering 7 3 2019 645 662
  7. Li , W. , Chen , S. , Peng , X. , Xiao , M. et al. A Comprehensive Approach for the Clustering of Similar-Performance Cells for the Design of a Lithium-Ion Battery Module for Electric Vehicles Engineering 5 4 2019 795 802
  8. Feng , X. , Ren , D. , He , X. , and Ouyang , M. Mitigating Thermal Runaway of Lithium-Ion Batteries Joule 4 4 2020 743 770
  9. Dai , H. , Jiang , B. , Hu , X. , Lin , X. et al. Advanced Battery Management Strategies for a Sustainable Energy Future: Multilayer Design Concepts and Research Trends Renewable and Sustainable Energy Reviews 138 2021 110480
  10. Lyu , P. , Liu , X. , Qu , J. , Zhao , J. et al. Recent Advances of Thermal Safety of Lithium Ion Battery for Energy Storage Energy Storage Materials 31 2020 195 220
  11. Chen , S. , Wei , X. , Garg , A. , and Gao , L. A Comprehensive Flowrate Optimization Design for a Novel Air-Liquid Cooling Coupled Battery Thermal Management System Journal of Electrochemical Energy Conversion and Storage 18 2 2021 021008
  12. Jiaqiang , E. , Yue , M. , Chen , J. , Zhu , H. et al. Effects of the Different Air Cooling Strategies on Cooling Performance of a Lithium-Ion Battery Module with Baffle Applied Thermal Engineering 144 2018 231 241
  13. Wang , T. , Tseng , K.J. , Zhao , J. , and Wei , Z. Thermal Investigation of Lithium-Ion Battery Module with Different Cell Arrangement Structures and Forced Air-Cooling Strategies Applied Energy 134 2014 229 238
  14. Nada , S.A. , Alshaer , W.G. , and Saleh , R.M. Thermal Characteristics and Energy Saving of Charging/Discharging Processes of PCM in Air Free Cooling with Minimal Temperature Differences Alexandria Engineering Journal 58 4 2019 1175 1190
  15. Chen , S.Q. , Garg , A. , Gao , L. , and Wei , X. An Experimental Investigation for a Hybrid Phase Change Material-Liquid Cooling Strategy to Achieve High-Temperature Uniformity of Li-Ion Battery Module under Fast Charging International Journal of Energy Research 45 4 2021 6198 6212
  16. Rao , Z. , Wang , Q. , and Huang , C. Investigation of the Thermal Performance of Phase Change Material/Mini-Channel Coupled Battery Thermal Management System Applied Energy 164 2016 659 669
  17. Liu , C. , Du , P. , Fang , B. , Li , Z. et al. Experimental Study on a Functional Microencapsulated Phase Change Material for Thermal Management International Communications in Heat and Mass Transfer 118 2020 104876
  18. Wu , W. , Yang , X. , Zhang , G. , Chen , K. et al. Experimental Investigation on the Thermal Performance of Heat Pipe-Assisted Phase Change Material Based Battery Thermal Management System Energy Conversion and Management 138 2017 486 492
  19. Li , J. , Huang , J. , and Cao , M. Properties Enhancement of Phase-Change Materials via Silica and Al Honeycomb Panels for the Thermal Management of LiFeO 4 Batteries Applied Thermal Engineering 131 2018 660 668
  20. Zheng , Y. , Shi , Y. , and Huang , Y. Optimisation with Adiabatic Interlayers for Liquid-Dominated Cooling System on Fast Charging Battery Packs Applied Thermal Engineering 147 2019 636 646
  21. Qian , Z. , Li , Y. , and Rao , Z. Thermal Performance of Lithium-Ion Battery Thermal Management System by Using Mini-Channel Cooling Energy Conversion and Management 126 2016 622 631
  22. Zhao , J. , Rao , Z. , and Li , Y. Thermal Performance of Mini-Channel Liquid Cooled Cylinder Based Battery Thermal Management for Cylindrical Lithium-Ion Power Battery Energy Conversion and Management 103 2015 157 165
  23. Qian , L.Q. A Thermal-Structure Coupled Optimization Study of Lithium-Ion Battery Modules with Mist Cooling International Journal of Energy Research 44 15 2020 12295 12311
  24. Chen , S. , Bao , N. , Gao , L. , Peng , X. et al. An Experimental Investigation of Liquid Cooling Scheduling for a Battery Module International Journal of Energy Research 44 4 2020 3020 3032
  25. Chen , S. , Peng , X. , Bao , N. , and Garg , A. A Comprehensive Analysis and Optimization Process for an Integrated Liquid Cooling Plate for a Prismatic Lithium-Ion Battery Module Applied Thermal Engineering 156 2019 324 339
  26. Chen , S. , Bao , N. , Garg , A. , Peng , X. et al. A Fast Charging-Cooling Coupled Scheduling Method for a Liquid Cooling-Based Thermal Management System for Lithium-Ion Batteries Engineering 7 8 2021 1165 1176
  27. Tong , S. , Lacap , J.H. , and Park , J.W. Battery State of Charge Estimation Using a Load-Classifying Neural Network Journal of Energy Storage 7 2016 236 243

Cited By