| ชื่อเรื่อง | : | Li-ion battery SOC estimation using EKF based on a model proposed by extreme learning machine |
| นักวิจัย | : | Du, Jiani , Liu, Zhitao , Chen, Can , Wang, Youyi |
| คำค้น | : | - |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | - |
| ปีพิมพ์ | : | 2555 |
| อ้างอิง | : | http://hdl.handle.net/10220/12835 , http://dx.doi.org/10.1109/ICIEA.2012.6360990 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | - |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | 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, could describe the dynamics of Li-ion battery very well. And it has higher accuracy and needs less calculation than using the traditional neural networks. Moreover, the battery model and discrete SOC definition equation constitute state-space equations, and EKF is used to estimate the SOC of Li-ion battery. Comparing the actual SOC with the estimated SOC by simulation, it reveals that the method proposed in this paper has good performance on Li-ion battery SOC estimation. |
| บรรณานุกรม | : |
Du, Jiani , Liu, Zhitao , Chen, Can , Wang, Youyi . (2555). Li-ion battery SOC estimation using EKF based on a model proposed by extreme learning machine.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Du, Jiani , Liu, Zhitao , Chen, Can , Wang, Youyi . 2555. "Li-ion battery SOC estimation using EKF based on a model proposed by extreme learning machine".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Du, Jiani , Liu, Zhitao , Chen, Can , Wang, Youyi . "Li-ion battery SOC estimation using EKF based on a model proposed by extreme learning machine."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print. Du, Jiani , Liu, Zhitao , Chen, Can , Wang, Youyi . Li-ion battery SOC estimation using EKF based on a model proposed by extreme learning machine. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.
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