Battery Engineering Safety Technologies (BEST): Mechanisms, Modes, Metrics, Modelling and Mitigation

J Zhao, Z Lv, D Li, X Feng, Z Wang, Y Wu, D Shi… - ETransportation, 2024 - Elsevier
The increasing adoption of electric vehicles (EVs) has underscored the importance of lithium-
ion batteries (LIBs), which, however, pose inherent safety risks. These issues can escalate …

EV battery fault diagnostics and prognostics using deep learning: Review, challenges & opportunities

R Machlev - Journal of Energy Storage, 2024 - Elsevier
The widespread growth of electric vehicles (EV) s has highlighted the need for effective
diagnostic and prognostic techniques for EV battery faults. Lately, deep learning (DL) …

An aging-and load-insensitive method for quantitatively detecting the battery internal-short-circuit resistance

X Tang, J Zhu, X Lai, Y Zhou, Y Zheng, F Gao - Chemical Engineering …, 2023 - Elsevier
Early-stage detection of the battery internal short circuit (ISC) can effectively prevent
batteries from fire-related accidents. However, it is technically challenging because the …

Opportunities and Challenges in Transformer Neural Networks for Battery State Estimation: Charge, Health, Lifetime, and Safety

J Zhao, X Han, Y Wu, Z Wang, AF Burke - Journal of Energy Chemistry, 2024 - Elsevier
Battery technology plays a crucial role across various sectors, powering devices from
smartphones to electric vehicles and supporting grid-scale energy storage. To ensure their …

A quantitative method for early-stage detection of the internal-short-circuit in Lithium-ion battery pack under float-charging conditions

X Lai, B Li, X Tang, Y Zhou, Y Zheng, F Gao - Journal of Power Sources, 2023 - Elsevier
Detecting the internal short circuit (ISC) of Lithium-ion batteries is critically important for
preventing thermal runaway. Conventional approaches mainly focus on ISC detection for …

A quantitative internal-short-circuit diagnosis method of lithium-ion batteries for float charging systems

H Zhang, X Lai, L Zhou - Journal of Energy Storage, 2024 - Elsevier
The diagnosis of internal short circuit (ISC) faults in lithium-ion batteries (LIBs) plays an
important role in improving battery safety and reducing the occurrence of fire and explosion …

Internal short circuit fault diagnosis for the lithium-ion batteries with unknown parameters based on transfer learning optimized residual network by multi-label data …

T Sun, H Zhu, Y Xu, C **, G Zhu, X Han, X Lai… - Journal of Cleaner …, 2024 - Elsevier
In recent years, internal short circuits have frequently been the cause of safety accidents,
and traditional diagnosis methods for such problem have limitations that prevent their …

[PDF][PDF] Battery internal short circuit diagnosis based on vision transformer without real data

H Cai, X Liu, L Sun, Y Xu, Y Wang, X Han… - The Innovation …, 2024 - researchgate.net
The diagnosis of an internal short circuit (ISC) fault is an integral part of thermal runaway
warning for lithium-ion batteries. A higher level of accuracy in ISC fault diagnosis needs an …

Periodic segmentation transformer-based internal short circuit detection method for battery packs

Z Dong, S Gu, S Zhou, M Yang, CS Lai… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
With the rapid evolution of electric vehicles (EVs), assuring the security and dependability of
battery packs has acquired paramount significance. Internal short circuit (ISC) within EV …

Early warning and severity classification of lithium-ion battery internal short circuits using cosine transform and image coding

W Zhang, Z Long, L Zhuang, H He, Y **e, J Zhou - Measurement, 2025 - Elsevier
Short-circuit resistance progressively decreases during lithium-ion battery internal short-
circuit (ISC) evolution. Quick and accurate tracking of the severity of ISC faults remains a …