AI enabled fast charging of lithium-ion batteries of electric vehicles during their life cycle: review, challenges and perspectives
Gradually replacing conventional fuel vehicles with electric vehicles (EVs) is a crucial step
towards achieving energy saving and emission reduction in the transportation sector. The …
towards achieving energy saving and emission reduction in the transportation sector. The …
Multi-model ensemble learning for battery state-of-health estimation: Recent advances and perspectives
The burgeoning market for lithium-ion batteries has stimulated a growing need for more
reliable battery performance monitoring. Accurate state-of-health (SOH) estimation is critical …
reliable battery performance monitoring. Accurate state-of-health (SOH) estimation is critical …
Rapid health estimation of in-service battery packs based on limited labels and domain adaptation
For large-scale in-service electric vehicles (EVs) that undergo potential maintenance,
second-hand transactions, and retirement, it is crucial to rapidly evaluate the health status of …
second-hand transactions, and retirement, it is crucial to rapidly evaluate the health status of …
Transferable data-driven capacity estimation for lithium-ion batteries with deep learning: A case study from laboratory to field applications
Capacity estimation plays a vital role in ensuring the health and safety management of
lithium-ion battery-based electric-drive systems. This research focuses on develo** a …
lithium-ion battery-based electric-drive systems. This research focuses on develo** a …
SOH estimation of lithium-ion batteries based on multi-feature deep fusion and XGBoost
J Sun, C Fan, H Yan - Energy, 2024 - Elsevier
State of Health (SOH) is a crucial metric for battery management systems, and accurate
estimation of battery SOH is essential for the underlying management and maintenance of …
estimation of battery SOH is essential for the underlying management and maintenance of …
Refined lithium-ion battery state of health estimation with charging segment adjustment
K Zheng, J Meng, Z Yang, F Zhou, K Yang, Z Song - Applied Energy, 2024 - Elsevier
Accurately monitoring the state of health (SOH) of lithium-ion batteries (LIBs) is crucial for
battery management systems (BMS), yet there lack of the possibility to fully use the random …
battery management systems (BMS), yet there lack of the possibility to fully use the random …
Stacking integrated learning model via ELM and GRU with mixture correntropy loss for robust state of health estimation of lithium-ion batteries
Accurate estimation of the state of health (SOH) is crucial for the safe and stable operation of
lithium-ion batteries. However, since the labeled values may contain non-Gaussian noise …
lithium-ion batteries. However, since the labeled values may contain non-Gaussian noise …
A self‐adaptive, data‐driven method to predict the cycling life of lithium‐ion batteries
Accurately forecasting the nonlinear degradation of lithium‐ion batteries (LIBs) using early‐
cycle data can obviously shorten the battery test time, which accelerates battery optimization …
cycle data can obviously shorten the battery test time, which accelerates battery optimization …
Physical knowledge guided state of health estimation of lithium-ion battery with limited segment data
Accurate state of health (SOH) estimation is basis for safe and reliable operation of lithium-
ion batteries. In practice, accurate and reliable SOH estimation remains a challenge due to …
ion batteries. In practice, accurate and reliable SOH estimation remains a challenge due to …
A comprehensive review on research methods for lithium-ion battery of state of health estimation and end of life prediction: Methods, properties, and prospects
J Ren, J Ma, H Wang, T Yu… - Protection and Control of …, 2024 - ieeexplore.ieee.org
Recently, lithium-ion batteries (LIBs) have become the leading energy storage solution for
electric vehicles, thanks to their high energy density and extended lifespan. Examining the …
electric vehicles, thanks to their high energy density and extended lifespan. Examining the …