Battery Engineering Safety Technologies (BEST): Mechanisms, Modes, Metrics, Modelling and Mitigation
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 …
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) …
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
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 …
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
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 …
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
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 …
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 …
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 …
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 …
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 …
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
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 …
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 …
circuit (ISC) evolution. Quick and accurate tracking of the severity of ISC faults remains a …