Li-ion battery SOC estimation using EKF based on a model proposed by extreme learning machine

In this paper, a method for modeling and estimation of Li-ion battery state of charge (SOC) using extreme learning machine (ELM) and extended Kalman filter (EKF) is proposed. The Li-ion battery model from ELM, which is established by training the data from the battery block in MATLAB/Simulation, cou...

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Bibliographic Details
Main Authors: Du, Jiani, Liu, Zhitao, Chen, Can, Wang, Youyi
Other Authors: School of Electrical and Electronic Engineering
Format: Conference or Workshop Item
Language:English
Published: 2013
Online Access:https://hdl.handle.net/10356/98879
http://hdl.handle.net/10220/12835
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Institution: Nanyang Technological University
Language: English