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RESEARCH PAPER · eTransportation · 2024

Battery engineering safety technologies (BEST): M5 framework of mechanisms, modes, metrics, modeling, and mitigation

Jingyuan Zhao, Zhilong Lv, Di Li, Xuning Feng, Zhenghong Wang, Yuyan Wu, Dapai Shi, Michael William Fowler, Andrew F. Burke

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Battery engineering safety technologies (BEST): M5 framework of mechanisms, modes, metrics, modeling, and mitigationOriginalRecent advances and perspectives in enhancing thermal state of lithium-ion batteries with phase change materials: Internal and external heat transfer enhancement factors33Battery Prognostics and Health Management: AI and Big Data25Comprehensive experimental research on wrapping materials influences on the thermal runaway of lithium-ion batteries106Advancements in Vibration Testing: Effects on Thermal Performance and Degradation of Modern Batteries35Artificial Intelligence-Driven Electric Vehicle Battery Lifetime Diagnostics5Uneven internal SOC distribution estimation of lithium-ion batteries using ultrasonic transmission signals: A new data screening technique and an improved deep residual network30The Role of Lightweight AI Models in Supporting a Sustainable Transition to Renewable Energy: A Systematic Review35Thermal Safety of Lithium-Ion Batteries: Current Status and Future Trends9Towards digitized electrochemical power source for electric vehicles18A critical review on lithium ion battery modeling, battery management system and thermal runaway issues13Powering the Future Smart Mobility: A European Perspective on Battery Storage8Fault Detection of Li–Ion Batteries in Electric Vehicles: A Comprehensive Review12Multiscale Failure Mechanisms and Safety Assessment of Commercial Sodium‐Ion Batteries15Three-dimensional electrochemical-thermodynamic modeling reveals manufacturing defect mechanisms governing lithium plating in lithium-ion batteries6Fault diagnosis for battery pack using SDP-DRN method with long-term operational data6Enhancing mechanical reliability and safety performance of a battery pack system for electric vehicles: A review30Insights into the failure mechanisms of leaky lithium-ion batteries for electric vehicles by a systematic multiscale analytical framework5High-Frequency Induction Heating: A Breakthrough for Reliable Thermal Runaway Triggering in Battery Safety Testing10Comparative analysis of thermal runaway hazards in Li(Ni₀.₆Co₀.₂Mn₀.₂)O₂ and LiFePO4 batteries based on a heat-mass coupling coordination model1Predictive thermal safety of lithium-ion batteries through a unified kinetic-thermal framework3"Sudden-death" thermal runaway in large-format traction batteries: Reproduction methods and state-of-charge boundaries0Power electronics in electric vehicles0A real vehicle battery multi-fault diagnosis method integrating sliding time-space Manhattan distance test and adaptive threshold1Optimizing Fire Suppression Strategies for Lithium‐Ion Battery Thermal Runaway: A Comparative Study of Foam‐Based Extinguishing Protocols1A methodology for reliable thermal runaway propagation mitigation in battery systems with large-format prismatic NMC-811 and LFP battery cells4Battery state-of-health estimation via thermoelectric graph learning and interpretable temporal decomposition for real-world electric vehicles7Safe-by-design electrification for fire services: A review of AI-based energy-system modeling coupled with the BEST-M5 framework for battery safety0Self-supervised learning for electric vehicle battery remaining useful life prediction using real-world unlabeled data3Energy storage toward high-efficient and safe grid-transportation utilization: State of the art and future directions1Investigation on the nail penetration induced thermal runaway hazards of lithium-ion pouch batteries0GAF-MSCNN-based fault pattern identification and abnormal cell localization of lithium-ion battery pack1Battery Safety: Mechanisms, Monitoring, and Machine Intelligence1Enhancing lithium-ion battery safety via thermal-responsive materials: A comprehensive review2Dynamic transfer diagnosis of long-term service faults in battery packs fusing spatio-temporal features0Cross-chemistry state-of-health estimation for lithium-ion batteries via local temporal patches and global dependency modeling0Investigation of Flow and Thermal Behavior in Series-Parallel Configured Cylindrical Battery Systems0Proposta de fator de severidade para avaliar e comparar impactos de bancos de baterias de veículos elétricos com lombadas em situações normais de rodagem0Thermal runaway characteristic evolution behavior and mechanism of lithium-ion batteries based on statistical analysis0In-operando detection of lithium plating during fast charging via anode dynamic electrochemical impedance spectroscopy in lithium-ion batteries1

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  1. Recent advances and perspectives in enhancing thermal state of lithium-ion batteries with phase change materials: Internal and external heat transfer enhancement factors

    eTransportation · 2024-11-15

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  2. Battery Prognostics and Health Management: AI and Big Data

    World Electric Vehicle Journal · 2024-12-28

    Di Li, Jinrui Nan, Andrew F. Burke, Jingyuan Zhao

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  3. Comprehensive experimental research on wrapping materials influences on the thermal runaway of lithium-ion batteries

    Emergency Management Science and Technology · 2025-01-01

    Yin Chen, Minghao Zhu, Mingyi Chen

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  4. Advancements in Vibration Testing: Effects on Thermal Performance and Degradation of Modern Batteries

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    Khursheed Sabeel, Maher Al‐Greer, Imran Bashir

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  5. Artificial Intelligence-Driven Electric Vehicle Battery Lifetime Diagnostics

    IntechOpen eBooks · 2025-02-24

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  6. Uneven internal SOC distribution estimation of lithium-ion batteries using ultrasonic transmission signals: A new data screening technique and an improved deep residual network

    eTransportation · 2025-02-25

    Ting Hao Tang, Quan Xia, Mingkang Xu, Zhe Deng, Fusheng Jiang, Zeyu Wu, Yi Ren, Dezhen Yang, Cheng Qian

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  7. The Role of Lightweight AI Models in Supporting a Sustainable Transition to Renewable Energy: A Systematic Review

    Energies · 2025-02-28

    Tymoteusz I. Miller, Irmina Durlik, Ewelina Kostecka, Polina Kozlovska, Marek Staude, Sylwia Sokołowska

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  8. Thermal Safety of Lithium-Ion Batteries: Current Status and Future Trends

    Batteries · 2025-03-15

    Mingyi Chen

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  9. Towards digitized electrochemical power source for electric vehicles

    eTransportation · 2025-04-23

    Jiangong Zhu, Wentao Xu, Siyi Tao, Jixiang Cai, Yudong Shen, Mengshu Tian, Yi Jiang, Bo Jiang, Xueyuan Wang, Wolfgang Schade, Xuezhe Wei, Haifeng Dai

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  10. A critical review on lithium ion battery modeling, battery management system and thermal runaway issues

    Electrical Engineering · 2025-05-02

    K. Dhananjay Rao, K. Dhananjay Rao, Kuna Dhanunjaya Rao, Kuna Dhanunjaya Rao, P. Pavani, Kapu V. Sri Ram Prasad, Indira Damarla, B. Phaniteja

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  11. Powering the Future Smart Mobility: A European Perspective on Battery Storage

    Batteries · 2025-05-07

    Natascia Andrenacci, Francesco Vitiello, Chiara Boccaletti, Francesco Vellucci

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  12. Fault Detection of Li–Ion Batteries in Electric Vehicles: A Comprehensive Review

    Sustainability · 2025-07-10

    Heng Li, Hamza Shaukat, Ren Zhu, Muaaz Bin Kaleem, Yue Wu

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  13. Multiscale Failure Mechanisms and Safety Assessment of Commercial Sodium‐Ion Batteries

    Advanced Functional Materials · 2025-07-25

    Zhe Gao, Shuzhe Yang, Runqiao Chen, Yizheng Ding, Sheng Guo, Shuangfeng Zhan, Binghan Cui, Jianming Zheng, Tiefeng Liu, Hao Luo, Mi Lu

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  14. Three-dimensional electrochemical-thermodynamic modeling reveals manufacturing defect mechanisms governing lithium plating in lithium-ion batteries

    Chemical Engineering Journal · 2025-08-07

    Fei Chen, Tianxin Chen, Kunjie Lu, Yunfeng Huang, Jianfeng Hua, Xuebing Han, Yuejiu Zheng, Minggao Ouyang

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  15. Fault diagnosis for battery pack using SDP-DRN method with long-term operational data

    Journal of Energy Storage · 2025-08-18

    Xiaoxi Zhang, Yongjun Pan, Weigao Chen, Lanjie Ma, Dongcheng Yang, Binghe Liu, Liang Hou

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  16. Enhancing mechanical reliability and safety performance of a battery pack system for electric vehicles: A review

    eTransportation · 2025-09-08

    Ibna Kawsar, Honggang Li, Binghe Liu, Yongzhi Zhang, Yongjun Pan

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  17. Insights into the failure mechanisms of leaky lithium-ion batteries for electric vehicles by a systematic multiscale analytical framework

    eTransportation · 2025-10-17

    Jing Hu, Caiping Zhang, Haoteng Guo, Jing Xu, Linjing Zhang, Tao Zhu, Yanru Zhang

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  18. High-Frequency Induction Heating: A Breakthrough for Reliable Thermal Runaway Triggering in Battery Safety Testing

    ACS Energy Letters · 2025-11-10

    Changyong Jin, Xuning Feng, Yuedong Sun, Zhengneng Wu, Fangshu Zhang, Xin Lai, Yuejiu Zheng, Chengshan Xu, Huaibin Wang, Hongcen Yang, Li Wang, Xiangming He, Minggao Ouyang

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  19. Comparative analysis of thermal runaway hazards in Li(Ni₀.₆Co₀.₂Mn₀.₂)O₂ and LiFePO4 batteries based on a heat-mass coupling coordination model

    Applied Thermal Engineering · 2025-12-10

    Jun Ping Deng, Fenfen He, Huaibin Wang, Chengshan Xu, Peiben Wang, Yanni Zhang, Jian Chen, Zhen Hu, Xuning Feng

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  20. Predictive thermal safety of lithium-ion batteries through a unified kinetic-thermal framework

    Journal of Materials Chemistry A · 2025-12-11

    Jiale Huang, Yiyang Xia, Shijia Xu, Ling Li, Hongbo Ji, Xiaoping Chen, Jun Xu

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  21. "Sudden-death" thermal runaway in large-format traction batteries: Reproduction methods and state-of-charge boundaries

    SSRN Electronic Journal · 2026-01-01

    Yiming Qin, Menglei Yi, Chenyu Zhang, Zhaoyang Liu, Hongquan Ye, Q Zhou, Chengyang Jiang, Qinzheng Wang, Chengshan Xu, X Xiuzhen Feng, Huaibin Wang

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  22. Power electronics in electric vehicles

    Elsevier eBooks · 2026-01-01

    Hasnain Ahmad, Muhammad Majid Gulzar, M.M.R. Ahmed, Adel M. Sharaf, Ijaz Ahmed, Muhammad Khalid

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  23. A real vehicle battery multi-fault diagnosis method integrating sliding time-space Manhattan distance test and adaptive threshold

    Journal of Energy Storage · 2026-01-20

    Lei Yao, Chang Yu, Huilin Dai, Yanqiu Xiao, Zhigen Fei, Lixia Wang, Sheng Zeng

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  24. Optimizing Fire Suppression Strategies for Lithium‐Ion Battery Thermal Runaway: A Comparative Study of Foam‐Based Extinguishing Protocols

    Electrochemical Science Advances · 2026-02-01

    Zhongbin Fei, Jihua Zhang, Huanhuan Guo, Renjie Yang

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  25. A methodology for reliable thermal runaway propagation mitigation in battery systems with large-format prismatic NMC-811 and LFP battery cells

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    Jan Schöberl, Shaw Kang WONG, Thomas Kroner, Niclas Klein, Xiaodan Liu, Philip Bilfinger, Yinjun Xia, Fangshu Zhang, Cristina Grosu, Xuning Feng, Markus Lienkamp

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  26. Battery state-of-health estimation via thermoelectric graph learning and interpretable temporal decomposition for real-world electric vehicles

    Journal of Energy Storage · 2026-02-05

    Zhilong Lv, Shiqi Shawn Ou, Hao Jing, Haobo Dong, Dapai Shi, Jingyuan Zhao

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  27. Safe-by-design electrification for fire services: A review of AI-based energy-system modeling coupled with the BEST-M5 framework for battery safety

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  28. Self-supervised learning for electric vehicle battery remaining useful life prediction using real-world unlabeled data

    Energy · 2026-05-06

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  29. Energy storage toward high-efficient and safe grid-transportation utilization: State of the art and future directions

    Applied Energy · 2026-05-17

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  30. Investigation on the nail penetration induced thermal runaway hazards of lithium-ion pouch batteries

    Process Safety and Environmental Protection · 2026-05-18

    Wenlong Li, Yuxuan Li, Qian Liu, Kaixuan Li, Xing Jü, Xiaoqing Zhu, Chao Chen Xu

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  31. GAF-MSCNN-based fault pattern identification and abnormal cell localization of lithium-ion battery pack

    Process Safety and Environmental Protection · 2026-05-20

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  32. Battery Safety: Mechanisms, Monitoring, and Machine Intelligence

    Advanced Energy Materials · 2026-05-30

    Hao Jing, Shiqi Shawn Ou, Zhilong Lv, Haifeng Guo, Andrew F. Burke, Jingyuan Zhao

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  33. Enhancing lithium-ion battery safety via thermal-responsive materials: A comprehensive review

    Journal of Energy Storage · 2026-06-04

    Fatin Nadhirah, Surajudeen Olalekan Sikiru, Mohd Muzamir Mahat, Yusuf Olanrewaju Busari, Thamer Salman Alomayri

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  34. Dynamic transfer diagnosis of long-term service faults in battery packs fusing spatio-temporal features

    Green Energy and Intelligent Transportation · 2026-07-01

    Xiaoxi Zhang, Zhenning Luo, Ling Ma, Yongjun Pan

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  35. Cross-chemistry state-of-health estimation for lithium-ion batteries via local temporal patches and global dependency modeling

    Journal of Energy Storage · 2026-07-21

    Misheng Cai, Yuqi Li, Dapai Shi, Andrew F. Burke, Stephen J. Harris, Jingyuan Zhao

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  36. Investigation of Flow and Thermal Behavior in Series-Parallel Configured Cylindrical Battery Systems

    International Electronics Symposium (IES) · 2026-08-01

    Alfin Salmanfarihin, Teguh Hady Ariwibowo, Hendrik Elvian Gayuh Prasetya, Muhammad Rizani Rusli, Dadet Pramadihanto

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  37. Proposta de fator de severidade para avaliar e comparar impactos de bancos de baterias de veículos elétricos com lombadas em situações normais de rodagem

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  38. Thermal runaway characteristic evolution behavior and mechanism of lithium-ion batteries based on statistical analysis

    Journal of Energy Chemistry · 2026-08-11

    Guangxu Zhang, Hang Wu, Jiangong Zhu, Haifeng Dai, Xuezhe Wei

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  39. In-operando detection of lithium plating during fast charging via anode dynamic electrochemical impedance spectroscopy in lithium-ion batteries

    Applied Energy · 2026-08-12

    Yu Fan, Shuoyuan Mao, Yuejiu Zheng, Fangnan Zhang, Fei Gao, Jie Sheng, Shufa Su, Feng Zou, Xinyu Xiang, Weidong Hu, Depeng Wang, Xin Lai, Xuebing Han

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