For secure and reliable operation of lithium-ion batteries in electric vehicles, diagnosis of the battery degradation is essential. This can be achieved by monitoring the increase of the internal resistance of the battery cells over the whole lifetime of the battery. In this paper, a method to estimate state of health (SoH) is presented through the established linear relationship between ohmic internal resistance and capacity fade. Firstly, the Thevenin model and the recursive least squares (RLS) algorithm are applied to simulate battery dynamic characteristics and identify model parameters, respectively. Secondly, based on the established linear relationship between ohmic internal resistance and capacity fade, both ohmic internal resistances at the start and the end of the battery's lifetime are estimated by only two random discharge cycles at different aging stages. Finally, an online SoH estimator is formulated and applied to estimate the SoH of a battery's remaining cycles. In addition, a series of experiments were carried out based on dynamic loading to verify the proposed method. The SoH estimates indicate that the evaluated maximum SoH errors are within +/- 4%. The proposed SoH estimation method is consistent with the measurement data of the battery and shows good results with very low computational effort.
机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Sch Mech Engn, Shaanxi Key Lab Intelligent Robots, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
Lin, Chuanping
Xu, Jun
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机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Sch Mech Engn, Shaanxi Key Lab Intelligent Robots, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
Xu, Jun
Shi, Mingjie
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机构:
Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Sch Mech Engn, Shaanxi Key Lab Intelligent Robots, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
Shi, Mingjie
Mei, Xuesong
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Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
Xi An Jiao Tong Univ, Sch Mech Engn, Shaanxi Key Lab Intelligent Robots, Xian 710049, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
机构:
Nanjing Univ Aeronaut & Astronaut, Dept Elect Engn, 29 Jiangjun St, Nanjing 211106, Jiangsu, Peoples R China
San Diego State Univ, Dept Elect & Comp Engn, 5500 Campanile Dr, San Diego, CA 92182 USANanjing Univ Aeronaut & Astronaut, Dept Elect Engn, 29 Jiangjun St, Nanjing 211106, Jiangsu, Peoples R China
Yang, Jufeng
Xia, Bing
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San Diego State Univ, Dept Elect & Comp Engn, 5500 Campanile Dr, San Diego, CA 92182 USA
Univ Calif San Diego, Dept Elect & Comp Engn, 9500 Gilman Dr, La Jolla, CA 92093 USANanjing Univ Aeronaut & Astronaut, Dept Elect Engn, 29 Jiangjun St, Nanjing 211106, Jiangsu, Peoples R China
机构:
San Diego State Univ, Dept Elect & Comp Engn, 5500 Campanile Dr, San Diego, CA 92182 USANanjing Univ Aeronaut & Astronaut, Dept Elect Engn, 29 Jiangjun St, Nanjing 211106, Jiangsu, Peoples R China
Fu, Yuhong
Mi, Chris
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San Diego State Univ, Dept Elect & Comp Engn, 5500 Campanile Dr, San Diego, CA 92182 USANanjing Univ Aeronaut & Astronaut, Dept Elect Engn, 29 Jiangjun St, Nanjing 211106, Jiangsu, Peoples R China
机构:
Univ Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Li, Yige
Dong, Bo
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Univ Calif Riverside, Dept Elect & Comp Engn, Riverside, CA USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Dong, Bo
Zerrin, Taner
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Univ Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Zerrin, Taner
Jauregui, Evan
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Univ Calif Riverside, Dept Chem & Environm Engn, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Jauregui, Evan
Wang, Xichao
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Univ Calif Riverside, Dept Comp Sci & Engn, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Wang, Xichao
Hua, Xia
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Univ Calif Riverside, Dept Comp Sci & Engn, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Hua, Xia
Ravichandran, Dwaraknath
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Univ Calif Riverside, Dept Elect & Comp Engn, Riverside, CA USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Ravichandran, Dwaraknath
Shang, Ruoxu
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Univ Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Shang, Ruoxu
Xie, Jia
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Univ Calif Riverside, Dept Comp Sci & Engn, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Xie, Jia
Ozkan, Mihrimah
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机构:
Univ Calif Riverside, Dept Elect & Comp Engn, Riverside, CA USA
Univ Calif Riverside, Dept Chem, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Ozkan, Mihrimah
Ozkan, Cengiz S.
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Univ Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
Univ Calif Riverside, Dept Mech Engn, Riverside, CA 92521 USA
Univ Calif Riverside, Dept Chem, Riverside, CA 92521 USAUniv Calif Riverside, Mat Sci & Engn Program, Riverside, CA 92521 USA
机构:
Jinling Inst Technol, Coll Intelligent Sci & Control Engn, Nanjing, Peoples R China
Anqing Normal Univ, Sch Elect Engn & Intelligent Mfg, Anqing, Peoples R ChinaJinling Inst Technol, Coll Intelligent Sci & Control Engn, Nanjing, Peoples R China
Zhang, Chaolong
Zhao, Shaishai
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机构:
Anqing Normal Univ, Sch Elect Engn & Intelligent Mfg, Anqing, Peoples R ChinaJinling Inst Technol, Coll Intelligent Sci & Control Engn, Nanjing, Peoples R China
Zhao, Shaishai
Yang, Zhong
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Jinling Inst Technol, Coll Intelligent Sci & Control Engn, Nanjing, Peoples R ChinaJinling Inst Technol, Coll Intelligent Sci & Control Engn, Nanjing, Peoples R China
Yang, Zhong
Chen, Yuan
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机构:
Anhui Univ, Coll Artificial Intelligence, Hefei, Peoples R ChinaJinling Inst Technol, Coll Intelligent Sci & Control Engn, Nanjing, Peoples R China