 This research proposes a new model for accurately predicting the capacity of lithium batteries. The model uses interpretability criteria to design the reasoning process and then applies an interval optimization algorithm to optimize the model parameters. This results in a more accurate and interpretable model than previous models. This article was offered by Peng Han, Boing Zhao, Wei Yi, and others.