A Flexible State-of-Health Prediction Scheme for Lithium-Ion Battery Packs With Long Short-Term Memory Network and Transfer Learning

Shu, Xing; Shen, Jiangwei; Li, Guang; Zhang, Yuanjian; Chen, Zheng; Liu, Yonggang

doi:10.1109/tte.2021.3074638

A Flexible State-of-Health Prediction Scheme for Lithium-Ion Battery Packs With Long Short-Term Memory Network and Transfer Learning

The application of machine learning-based state-of-health (SOH) prediction is hindered by the large demand for training data. To conquer this defect, a flexible and easily transferred SOH prediction scheme for lithium-ion battery packs is developed. First, the charging duration for a predefined v…