Lithium-ion batteries play an important role in our daily lives. The prediction of the remaining service life lithium-ion has become issue. This article reviews methods for predicting from three aspects: machine learning, adaptive filtering, and random processes. purpose this study is to review, classify compare different proposed literature predict batteries. first summarizes classifies variou...