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

• المؤلفون الرئيسيون: Du, Jiani, Liu, Zhitao, Chen, Can, Wang, Youyi
• مؤلفون آخرون: School of Electrical and Electronic Engineering
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2013
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/98879; http://hdl.handle.net/10220/12835
• المؤسسة: Nanyang Technological University

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...