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I. Adaikalam

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Open access Sep 2026

Evaluation of hybrid and standalone learning models for predicting lithium-ion battery capacity degradation

The prediction of lithium-ion battery capacity degradation plays a vital role in ensuring safe and efficient operation in electric mobility and renewable energy applications. This paper evaluates standalone machine learning, deep learning, and hybrid models for battery capacity estimation. The evaluated ML models inclu...

Shobana Devendiren, A. Muthuraman, M. Vanitha et al. · 0 citations

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