Health prognostics for lithium-ion batteries: mechanisms, methods, and prospects
Lithium-ion battery aging mechanism analysis and health prognostics are of great
significance for a smart battery management system to ensure safe and optimal use of the …
significance for a smart battery management system to ensure safe and optimal use of the …
[HTML][HTML] The development of machine learning-based remaining useful life prediction for lithium-ion batteries
X Li, D Yu, VS Byg, SD Ioan - Journal of Energy Chemistry, 2023 - Elsevier
Lithium-ion batteries are the most widely used energy storage devices, for which the
accurate prediction of the remaining useful life (RUL) is crucial to their reliable operation and …
accurate prediction of the remaining useful life (RUL) is crucial to their reliable operation and …
A hybrid neural network model with attention mechanism for state of health estimation of lithium-ion batteries
A Tang, Y Jiang, Q Yu, Z Zhang - Journal of Energy Storage, 2023 - Elsevier
Reliable state of health (SOH) estimation is significant for safe operation of lithium-ion
batteries (LIBs). However, due to the strong nonlinearity of battery degradation and complex …
batteries (LIBs). However, due to the strong nonlinearity of battery degradation and complex …
An overview of data-driven battery health estimation technology for battery management system
Battery degradation, caused by multiple coupled degradation mechanisms, severely affects
the safety and sustainability of a battery management system (BMS). The battery state of …
the safety and sustainability of a battery management system (BMS). The battery state of …
A review of modern machine learning techniques in the prediction of remaining useful life of lithium-ion batteries
P Sharma, BJ Bora - Batteries, 2022 - mdpi.com
The intense increase in air pollution caused by vehicular emissions is one of the main
causes of changing weather patterns and deteriorating health conditions. Furthermore …
causes of changing weather patterns and deteriorating health conditions. Furthermore …
Prospects and Challenges of Practical Nonaqueous Potassium‐Ion Batteries
L Wang, S Zhang, N Li, J Chen, Y Chen… - Advanced Functional …, 2024 - Wiley Online Library
Over the past decade, concerns over the sustainability of lithium‐ion batteries (LIBs) have
arisen due to the scarcity of critical elements such as lithium (Li), nickel (Ni), and cobalt (Co) …
arisen due to the scarcity of critical elements such as lithium (Li), nickel (Ni), and cobalt (Co) …
Critical summary and perspectives on state-of-health of lithium-ion battery
B Yang, Y Qian, Q Li, Q Chen, J Wu, E Luo… - … and Sustainable Energy …, 2024 - Elsevier
The rapid development of lithium-ion battery (LIB) technology promotes its wide application
in electric vehicle (EV), aerospace, and mobile electronic equipment. During application …
in electric vehicle (EV), aerospace, and mobile electronic equipment. During application …
Towards machine-learning driven prognostics and health management of Li-ion batteries. A comprehensive review
Prognostics and health management (PHM) has emerged as a vital research discipline for
optimizing the maintenance of operating systems by detecting health degradation and …
optimizing the maintenance of operating systems by detecting health degradation and …
Exploring lithium-Ion battery degradation: A concise review of critical factors, impacts, data-driven degradation estimation techniques, and sustainable directions for …
Batteries play a crucial role in the domain of energy storage systems and electric vehicles by
enabling energy resilience, promoting renewable integration, and driving the advancement …
enabling energy resilience, promoting renewable integration, and driving the advancement …
State of health estimation for lithium-ion battery based on energy features
D Gong, Y Gao, Y Kou, Y Wang - Energy, 2022 - Elsevier
There is a recognized need to forecast lithium-ion batteries' state of health (SOH) to
guarantee their safety and reliability. However, the selected health indicators highly …
guarantee their safety and reliability. However, the selected health indicators highly …