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Author

Ram Jethmalani C Hemaparuva

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Open access Jul 2026

Effect of parameterized activation functions on the performance of LSTM models for state of charge (SoC) estimation in EV batteries

State of charge (SoC) represents the remaining capacity of a battery relative to its fully charged state and is a critical indicator of electric vehicle (EV) performance and driving range. Accurate SoC estimation is essential for effective battery management systems. Conventional methods such as Coulomb counting, open-...

S. Bhavana, Vellure Rahul, V. Arunachalam et al. · 0 citations

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