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Combined Framework for State of Charge Estimation of Lithium-Ion Batteries: Optimized LSTM Network Integrated with IAOA and AUKF

The State of Charge (SOC) is vital for battery system management. Enhancing SOC estimation boosts system performance. This paper presents a combined framework that improves SOC estimation’s accuracy and stability for electric vehicles. The framework combines a Long Short-Term Memory (LSTM) network w...

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Autori principali: Jing Han, Yaolin Dong, Wei Wang
Natura: Artigo
Lingua:Inglês
Pubblicazione: MDPI AG 2025-08-01
Serie:Mathematics
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Accesso online:https://www.mdpi.com/2227-7390/13/16/2590
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