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J

Jinpeng Tian

hong kong polytechnic university

34H-index
119Paper Count
6.2KCitation Count
Published Papers 38
Publication Date
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Empowering Knowledge-Guided Intelligence for Accurate and Robust Few-Shot Lithium-Ion Battery State of Health Estimation
erreTransportation
IF17
err2026-03-12
err0
PREAI
errRuohan Guo; Kui Zhang; Shangyang He; Dandan Peng; Jiuyang Song; Jinpeng Tian; Safwat Khair Rayeem; Huan Wang; Weixiang Shen; Chi Yung Chung
errShare
errSave
Maximizing Intraday V2G Feasible Capacity of EVs: A Cross-Disciplinary Approach With Traffic Flow and Prospect Theory
errIEEE Transactions on Transportation Electrification
IF8.3
err2026-02-03
err0
PREAI
errSong Ke; Kui Zhang; Weijie Mai; Ruohan Guo; Shangyang He; Jinpeng Tian; Chi Yung Chung
errShare
errSave
Regenerate large-scale retired second-life battery datasets via recovered capacity labels-based deep learning
errEnergy Storage Materials
IF20.2
err2026-01-30
err0
PREAI
errYuchen Xu; Tianxiang Zeng; Weiwen Peng; Jinpeng Tian; Xiaojian Yi; Qizhi Xu; Shun-Peng Zhu
errShare
errSave
Exploiting physics-knowledge from unlabeled data to enhance battery lifetime prediction
erreTransportation
IF17
err2026-01-29
err0
PREAI
errAihua Tang; Yuehan Li; Jinpeng Tian; Quanqing Yu; Ning Yu; Yuchen Xu
errShare
errSave
Privacy-preserving collaborative battery fault warning for massive electric vehicles by heterogeneous data from charging stations
errNature Communications
IF15.7
err2025-12-19
err0
errOAAI
errHaosen Yang; Jinpeng Tian; Weijie Mai; Chunhua Wang; Luchun Ran; Tao Wu; Shangyang He; Ziqiang Wang; Xin Shi; Zipeng Liang; Yi Yu; Hanjiang Dong; Chongyu Wang; Weixiang Shen; C. Y. Chung
errShare
errSave
Operation of Ultrafast Charging Stations With Virtual Batteries on Voltage Constraints Using Physics-Informed Neural Network
errIEEE Transactions on Transportation Electrification
IF8.3
err2025-09-10
err0
PREAI
errShangyang He; Weijie Mai; Junming Jiang; Jinpeng Tian; Wei Lin; Song Ke; Shibo Chen; Ruohan Guo; Chi Yung Chung
errShare
errSave
Immediate remaining capacity estimation of heterogeneous second-life lithium-ion batteries via deep generative transfer learning
errEnergy Environ. Sci.
IF30.8
err2025-07-29
err0
PREAI
errShengyu Tao; Ruohan Guo; Jaewoong Lee; Scott Moura; Lluc Canals Casals; Shida Jiang; Junzhe Shi; Stephen Harris; Tongda Zhang; Chi Yung Chung; Guangmin Zhou; Jinpeng Tian; Xuan Zhang
errShare
errSave
Trustworthy battery state of charge estimation enabled by multi-task deep learning
errENERGY
IF9.4
err2025-07-01
err0
errOAAI
errMa, Liang; Li, Yannan; Zhang, Tieling; Tian, Jinpeng; Guo, Qinghua; Guo, Shanshan; Hu, Chunsheng; Chung, Chi Yung
errShare
errSave
Confidence-aware quantile Transformer for reliable degradation prediction of battery energy storage systems
errRELIABILITY ENGINEERING & SYSTEM SAFETY
IF11
err2025-06-16
err0
PREAI
errWu, Rui; Tian, Jinpeng; Yao, Jiachi; Han, Te; Hu, Chunsheng
errShare
errSave
Adaptive engineering-assisted deep learning for battery module health monitoring across dynamic operations
errENERGY
IF9.4
err2025-05-01
err0
PREAI
errTang, Aihua; Xu, Yuchen; Tian, Jinpeng; Zou, Hang; Liu, Kailong; Yu, Quanqing
errShare
errSave
Enhanced battery life prediction with reduced data demand via semi-supervised representation learning
errJOURNAL OF ENERGY CHEMISTRY
IF14.9
err2025-02-01
err0
errOAAI
errMa, Liang; Tian, Jinpeng; Zhang, Tieling; Guo, Qinghua; Chung, Chi Yung
errShare
errSave
Linear study of magnetic sensing for MTJ devices based on CoFeB/MgO/ CoFeB magnetic films with large aspect ratio
errSURFACE & COATINGS TECHNOLOGY
IF6.1
err2025-02-01
err0
PREAI
errLiu, Xing; Song, Qiuming; Yang, Jiahao; Jia, Yuan; Chen, Yulong; Tian, Jinpeng; Zhang, Zhixing; Zhang, Wenwei
errShare
errSave
Deep learning driven battery voltage-capacity curve prediction utilizing short-term relaxation voltage
errETRANSPORTATION
IF17
err2024-12-01
err0
PREAI
errTang, Aihua; Xu, Yuchen; Liu, Pan; Tian, Jinpeng; Wu, Zikang; Hu, Yuanzhi; Yu, Quanqing
errShare
errSave
Battery health management in the era of big field data
errJOULE
IF35.4
err2024-11-01
err0
PREAI
errGuo, Ruohan; Tian, Jinpeng
errShare
errSave
Battery state of health estimation under dynamic operations with physics-driven deep learning
errAPPLIED ENERGY
IF11
err2024-09-01
err6
PREAI
errTang, Aihua; Xu, Yuchen; Hu, Yuanzhi; Tian, Jinpeng; Nie, Yuwei; Yan, Fuwu; Tan, Yong; Yu, Quanqing
errShare
errSave
Accurate and efficient remaining useful life prediction of batteries enabled by physics-informed machine learning
errJOURNAL OF ENERGY CHEMISTRY
IF14.9
err2024-04-01
err17
errOAAI
errMa, Liang; Tian, Jinpeng; Zhang, Tieling; Guo, Qinghua; Hu, Chunsheng
errShare
errSave
Exploiting domain knowledge to reduce data requirements for battery health monitoring
errENERGY STORAGE MATERIALS
IF20.2
err2024-03-01
err7
PREAI
errTian, Jinpeng; Ma, Liang; Zhang, Tieling; Han, Te; Mai, Weijie; Chung, C. Y.
errShare
errSave
Challenges and opportunities for battery hea- lth estimation: Bridging laboratory research and real-world applications
errJOURNAL OF ENERGY CHEMISTRY
IF14.9
err2024-02-01
err39
PREAI
errHan, Te; Tian, Jinpeng; Chung, C. Y.; Wei, Yi-Ming
errShare
errSave
A novel pseudo-open-circuit voltage modeling method for accurate state-of-charge estimation of LiFePO4 batteries
errAPPLIED ENERGY
IF11
err2023-10-01
err21
PREAI
errZhang, Kaixuan; Xiong, Rui; Li, Qiang; Chen, Cheng; Tian, Jinpeng; Shen, Weixiang
errShare
errSave
Deep neural network based battery impedance spectrum prediction using only impedance at characteristic frequencies
errJOURNAL OF POWER SOURCES
IF7.9
err2023-10-01
err6
PREAI
errSun, Yue; Xiong, Rui; Wang, Chenxu; Tian, Jinpeng; Li, Hailong
errShare
errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
张
张强 (Qiang Zhang)
H-index: 208 · Papers: 2.6K
李菊英 cover
李菊英 (Ju Li)
H-index: 147 · Papers: 1.3K
周光敏 cover
周光敏 (Guangmin Zhou)
H-index: 117 · Papers: 446
熊
熊锐 (Rui Xiong)
H-index: 102 · Papers: 449
Y
Yi‐Ming Wei
H-index: 100 · Papers: 624
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