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Battery lifetime prediction using surface temperature features from early cycle data

Lawnardo Sugiarto, Zijie Huang, Yi‐Chun Lu

2025Energy & Environmental Science14 citationsDOIOpen Access PDF

Abstract

Statistical temperature features from the first 10 cycles were used to develop machine learning models, showing competitive performance across various battery cathodes and operating conditions for early-cycle battery lifetime prognostics.

Topics & Concepts

Battery (electricity)Environmental scienceComputer scienceThermodynamicsPower (physics)PhysicsAdvanced Battery Technologies ResearchFault Detection and Control Systems