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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Ngā kaituhi matua:	Jing Han, Yaolin Dong, Wei Wang
Hōputu:	Artigo
Reo:	Inglês
I whakaputaina:	MDPI AG 2025-08-01
Rangatū:	Mathematics
Ngā marau:	adaptive unscented Kalman filter arithmetic optimization algorithm Lithium-ion batteries State of Charge long short-term memory network
Urunga tuihono:	https://www.mdpi.com/2227-7390/13/16/2590
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