Machine Learning Approaches for State of Health Estimation in Lithium-Ion Batteries: An Exploratory Analysis of the NASA Battery Dataset
Estimating state of health (SOH) is crucial to the safe and effective use of lithium-ion batteries in electric vehicles and home battery storage. This paper presents a focused review of state of health (SOH) literature, as well as exploratory data analysis (EDA) of the NASA lithium-ion battery aging data set. Our revie...