Transfer learning prediction on lithium-ion battery heat release under thermal runaway condition

Transfer learning prediction on lithium-ion battery heat release under thermal runaway condition

Accurately predicting the variability of thermal runaway (TR) behavior in lithium-ion (Li-ion) batteries is critical for designing safe and reliable energy storage systems. Unfortunately, traditional calorimetry-based experiments to measure heat release during TR are time-consuming and expensive. He...

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Bibliographic Details
Main Authors: Changmin Shi, Di Zhu, Liwen Zhang, Siyuan Song, Brian W. Sheldon
Format: Article
Language:English
Published: Tsinghua University Press 2024-12-01
Series:Nano Research Energy
Subjects:
transfer learning
machine learning
li-ion battery
thermal runway
heat release
Online Access:https://www.sciopen.com/article/10.26599/NRE.2024.9120147
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