Non-destructive degradation pattern decoupling for early battery trajectory prediction <i>via</i> physics-informed learning

Shengyu Tao, Mengtian Zhang, Zixi Zhao, Haoyang Li, Ruifei Ma, Yunhong Che, Xin Sun, Lin Su, Chongbo Sun, Xiangyu Chen,

Energy & Environmental Science · 2025 · 62 citations · 46 references

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Abstract

The paper proposes a physics-informed model to predict battery lifetime trajectories by computing thermodynamic and kinetic parameters, saving costly data that has not been established for sustainable manufacturing, reuse, and recycling.

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