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Search Publications by: Md. Ismail Siddiqi Emon (IntlAssoc)

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On the Use of Machine Learning for the Development of an Acoustic-based Detection System for Early-Stage Thermal Runaway

March 15, 2026

Author(s)

Wai Cheong Tam, Md. Ismail Siddiqi Emon, Jian Chen, Hongqiang Fang, Jun Deng, Anthony Putorti

The paper presents the development of a multi-class classification model for the detection of early-stage thermal runaway events for button-top single-cell lithium-ion batteries. A signal gate mechanism is introduced to extract relevant acoustic data. A

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