Online State-of-Charge and State-of-Health Estimation of Lithium Battery Based on Equivalent Circuit Model

被引:0
作者
Kung, Chung-Chun [1 ]
Chang, Shuo-Chieh [1 ]
Chen, Ti-Hung [2 ]
机构
[1] Tatung Univ, Dept Elect Engn, Taipei, Taiwan
[2] Lunghwa Univ Sci & Technol, Dept Comp Informat & Network Engn, Taoyuan, Taiwan
来源
NEW TRENDS ON SYSTEM SCIENCES AND ENGINEERING | 2015年 / 276卷
关键词
Lithium battery; state-of-charge; state-of-health; fuzzy c-regression model; C-REGRESSION MODEL; FADING MECHANISM; ION BATTERY; CAPACITY;
D O I
10.3233/978-1-61499-522-7-433
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a method for the estimation of the state-of-charge (SOC) and state-of-health (SOH) of lithium battery based on the equivalent circuit model (ECM). We apply the fuzzy c-regression model (FCRM) to express each of the parameters in the ECM. Based on these FCRMs and ECM, a state estimator is proposed to estimate SOC of the battery. A SOH model accompanied with the state estimator is established to estimate the SOH based on the charging data of lithium battery. Simulation results show that the proposed method is suitable and realizable for the lithium battery.
引用
收藏
页码:433 / 446
页数:14
相关论文
共 19 条
[1]  
[Anonymous], 2010, Battery Management Systems for Large Lithium Ion Battery Packs
[2]   A novel approach for state of charge estimation based on adaptive switching gain sliding mode observer in electric vehicles [J].
Chen, Xiaopeng ;
Shen, Weixiang ;
Cao, Zhenwei ;
Kapoor, Ajay .
JOURNAL OF POWER SOURCES, 2014, 246 :667-678
[3]   Capacity and power fading mechanism identification from a commercial cell evaluation [J].
Dubarry, Mathieu ;
Svoboda, Vojtech ;
Hwu, Ruey ;
Liaw, Bor Yann .
JOURNAL OF POWER SOURCES, 2007, 165 (02) :566-572
[4]   Capacity loss in rechargeable lithium cells during cycle life testing: The importance of determining state-of-charge [J].
Dubarry, Matthieu ;
Svoboda, Vojtech ;
Hwu, Ruey ;
Liaw, Bor Yann .
JOURNAL OF POWER SOURCES, 2007, 174 (02) :1121-1125
[5]   Identifying battery aging mechanisms in large format Li ion cells [J].
Dubarry, Matthieu ;
Liaw, Bor Yann ;
Chen, Mao-Sung ;
Chyan, Sain-Syan ;
Han, Kuo-Chang ;
Sie, Wun-Tong ;
Wu, She-Huang .
JOURNAL OF POWER SOURCES, 2011, 196 (07) :3420-3425
[6]   Identify capacity fading mechanism in a commercial LiFePO4 cell [J].
Dubarry, Matthieu ;
Liaw, Bor Yann .
JOURNAL OF POWER SOURCES, 2009, 194 (01) :541-549
[7]  
Hathaway R. J., 1993, IEEE Transactions on Fuzzy Systems, V1, P195, DOI 10.1109/91.236552
[8]   The novel state of charge estimation method for lithium battery using sliding mode observer [J].
Kim, Il-Song .
JOURNAL OF POWER SOURCES, 2006, 163 (01) :584-590
[9]   Affine Takagi-Sugeno fuzzy modelling algorithm by fuzzy c-regression models clustering with a novel cluster validity criterion [J].
Kung, C. C. ;
Su, J. Y. .
IET CONTROL THEORY AND APPLICATIONS, 2007, 1 (05) :1255-1265
[10]  
Kung C. C., 2012, P IEEE INT FUZZ SYST