articleEnergy & Environmental ScienceJan 1, 2025GREEN OA

Non-destructive degradation pattern decoupling for early battery trajectory prediction via physics-informed learning

Tsinghua–Berkeley Shenzhen Institute · University of California, Berkeley · +4 more institutions

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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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