Extreme Learning Machine Model for State-of-Charge Estimation of Lithium-Ion Battery Using Gravitational Search Algorithm

Hossain Lipu, Molla S.; Hannan, Mahammad A.; Hussain, Aini; Saad, Mohamad H.; Ayob, Afida; Uddin, Mohammad Nasir

doi:10.1109/tia.2019.2902532

Extreme Learning Machine Model for State-of-Charge Estimation of Lithium-Ion Battery Using Gravitational Search Algorithm

This paper develops a state-of-charge (SOC) estimation model for a lithium-ion battery using an improved extreme learning machine (ELM) algorithm. ELM is suitable for an SOC estimation since the ELM algorithm has fast estimation speed, good generalization performance, and high accuracy. However, …