Battery capacity degradation trajectory prediction for wearable medical devices with deep temporal decomposition

Abstract Accurate prediction of battery capacity degradation is critical for the continuous operation of wearable medical devices and patient safety. However, batteries in these devices often show complex, nonlinear degradation patterns caused by irregular charging cycles and intermittent high loads...

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Bibliografiske detaljer

Principais autores:	Yuanping Hu, Yongjie Liu, Heng Li, Xiaolong Chen, Yingze Yang
Format:	Artigo
Sprog:	Inglês
Udgivet:	Nature Portfolio 2026-02-01
Serier:	Scientific Reports
Fag:	Wearable medical device Battery capacity degradation Trajectories prediction Deep temporal decomposition
Online adgang:	https://doi.org/10.1038/s41598-026-39087-1
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