Immediate remaining capacity estimation of heterogeneous second-life lithium-ion batteries <i>via</i> deep generative transfer learning

Shengyu Tao, Ruohan Guo, Scott Moura, Lluc Canals Casals, Shida Jiang, Junzhe Shi, Stephen J. Harris, Tongda Zhang, C. Y. Chung, Guangmin Zhou,

Energy & Environmental Science · 2025 · 58 citations · 35 references

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Abstract

This work proposes a novel deep generative transfer learning algorithm to estimate the relative remaining capacity of second-life batteries using minimal field data, enabling safe and sustainable reuse under data scarce and heterogeneous conditions.

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