Aging mechanisms, prognostics and management for lithium-ion batteries: Recent advances
In the rapidly evolving landscape of energy storage, lithium-ion batteries stand at the
forefront, powering a vast array of devices from mobile phones to electric vehicles and …
forefront, powering a vast array of devices from mobile phones to electric vehicles and …
Intelligent fault diagnosis for unbalanced battery data using adversarial domain expansion and enhanced stochastic configuration networks
S Liu, D Xu, Y Ye, T Pan - Information Sciences, 2025 - Elsevier
An accurate and efficient fault diagnosis method for battery systems is crucial to ensuring the
safety of battery packs. Addressing the issue of insufficient actual fault data in battery …
safety of battery packs. Addressing the issue of insufficient actual fault data in battery …
Edge–cloud collaborative estimation lithium-ion battery SOH based on MEWOA-VMD and Transformer
Y Chen, X Huang, Y He, S Zhang, Y Cai - Journal of Energy Storage, 2024 - Elsevier
Abstract The State of Health (SOH) of lithium-ion batteries significantly impacts the
performance, safety, and reliability of the battery, making it a crucial component of the battery …
performance, safety, and reliability of the battery, making it a crucial component of the battery …
Machine learning based battery pack health prediction using real-world data
The complex operational conditions in real-world electric vehicles (EVs) contribute to the
complexity of managing and maintaining battery packs. Adding to these challenges is the …
complexity of managing and maintaining battery packs. Adding to these challenges is the …
Maximizing the Performance of a Lithium-Ion Battery Aging Estimator Using Reinforcement Learning
As artificial intelligence (AI) technologies have advanced, neural network-based aging
estimation has been extensively studied for lithium-ion batteries. Its performance has also …
estimation has been extensively studied for lithium-ion batteries. Its performance has also …
Two points are enough
H Liu, Y Zhao, H Zheng, X Fan, Z Deng, M Chen… - arXiv preprint arXiv …, 2024 - arxiv.org
Prognosis and diagnosis play an important role in accelerating the development of lithium-
ion batteries, as well as reliable and long-life operation. In this work, we answer an important …
ion batteries, as well as reliable and long-life operation. In this work, we answer an important …
Dipformer: A Deep Inverted Patching Transformer for Battery State of Health Estimation on Voltage Relaxation
Y Wang, D Yang, N Chen, L Rao, S Cheng… - Available at SSRN … - papers.ssrn.com
Accurate estimation of batteries' state of health (SOH) is essential for ensuring reliable
driving and evaluating potential maximal capacity. Voltage relaxation has garnered …
driving and evaluating potential maximal capacity. Voltage relaxation has garnered …