[HTML][HTML] State of Health Estimation and Battery Management: A Review of Health Indicators, Models and Machine Learning
M Li, W Xu, S Zhang, L Liu, A Hussain, E Hu, J Zhang… - Materials, 2025 - mdpi.com
Lithium-ion batteries are a key technology for addressing energy shortages and
environmental pollution. Assessing their health is crucial for extending battery life. When …
environmental pollution. Assessing their health is crucial for extending battery life. When …
Robust state of health estimation of commercial lithium-ion batteries based on enhanced hybrid machine learning model for electrified transportation
Lithium-ion batteries (LIBs) are widely used in electric vehicles and grid energy storage
systems due to their high energy and power density, durability, and low cost. The accurate …
systems due to their high energy and power density, durability, and low cost. The accurate …
Prediction of electric vehicle battery state of health estimation using a hybrid deep learning mechanism
A Kant, M Kumar, S Sihag - International Journal of Green Energy, 2025 - Taylor & Francis
Lithium-ion batteries (LIBs) are widely employed, but fluctuations in temperature,
overcharging, and overdischarging reduce their service lifetime. Battery health issues such …
overcharging, and overdischarging reduce their service lifetime. Battery health issues such …