Sensors • Vol 22 • No 20
State of Health Estimation Based on the Long Short-Term Memory Network Using Incremental Capacity and Transfer Learning
October 2022 • Lei Yao, Jishu Wen, Shiming Xu, Jie Zheng, Junjian Hou, Zhanpeng Fang, Yanqiu Xiao
Battery state of health (SOH) estimating is essential for the safety and preservation of electric vehicles. The degradation mechanism of batteries under different aging conditions has attracted considerable attention in SOH prediction. In this article, the discharge voltage curve early in the cycle is considered to be strongly characteristic during cell aging. Therefore, the battery aging state can be quantitatively characterized by an incremental capacity analysis (ICA) of the voltage distribution. Due to the int…