State of health estimation for lithium-ion battery based on particle swarm optimization algorithm and extreme learning machine

Chen, Kui; Li, Jiali; Liu, Kai; Bai, Changshan; Zhu, Jiamin; Gao, Guoqiang; Wu, Guangning; Laghrouche, Salah

doi:10.1016/j.geits.2024.100151

Public

State of health estimation for lithium-ion battery based on particle swarm optimization algorithm and extreme learning machine

Published in Green Energy and Intelligent Transportation • Jan 6, 2024

Authors:

Kui Chen

Jiali Li

Kai Liu

Abstract

Lithium-ion battery State of Health (SOH) estimation is an essential issue in battery management systems. In order to better estimate battery SOH, Extreme Learning Machine (ELM) is used to establish a model to estimate lithium-ion battery SOH. The Swarm Optimization algorithm (PSO) is used to automa...

Subject

Battery (electricity)

Particle swarm optimization

State of health

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