Lithium Ion Battery Models and Parameter Identification Techniques

被引:103
作者
Barcellona, Simone [1 ]
Piegari, Luigi [1 ]
机构
[1] Politecn Milan, Dipartimento Elettron Informaz & Bioingn, I-20133 Milan, Italy
关键词
battery modeling; lithium ion battery; storage system; parameter estimation; STATE-OF-CHARGE; SOLID-PHASE DIFFUSION; REDUCED-ORDER MODEL; ELECTROCHEMICAL MODEL; THERMAL-BEHAVIOR; CAPACITY FADE; CYCLE LIFE; ADAPTIVE ESTIMATION; MATHEMATICAL-MODEL; HEAT-GENERATION;
D O I
10.3390/en10122007
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Nowadays, battery storage systems are very important in both stationary and mobile applications. In particular, lithium ion batteries are a good and promising solution because of their high power and energy densities. The modeling of these devices is very crucial to correctly predict their state of charge (SoC) and state of health (SoH). The literature shows that numerous battery models and parameters estimation techniques have been developed and proposed. Moreover, surveys on their electric, thermal, and aging modeling are also reported. This paper presents a more complete overview of the different proposed battery models and estimation techniques. In particular, a method for classifying the proposed models based on their approaches is proposed. For this classification, the models are divided in three categories: mathematical models, physical models, and circuit models.
引用
收藏
页数:24
相关论文
共 157 条
[1]   Thermal modeling and design considerations of lithium-ion batteries [J].
Al Hallaj, S ;
Maleki, H ;
Hong, JS ;
Selman, JR .
JOURNAL OF POWER SOURCES, 1999, 83 (1-2) :1-8
[2]   Characterization of high-power lithium-ion batteries by electrochemical impedance spectroscopy. II: Modelling [J].
Andre, D. ;
Meiler, M. ;
Steiner, K. ;
Walz, H. ;
Soczka-Guth, T. ;
Sauer, D. U. .
JOURNAL OF POWER SOURCES, 2011, 196 (12) :5349-5356
[3]  
[Anonymous], 2015, THESIS
[4]  
[Anonymous], 2015, P 2015 10 INT C EC V
[5]  
[Anonymous], 2016, INT C EL SYST AIRCR
[6]  
[Anonymous], 2009, P 215 EL SOC M SAN F
[7]  
[Anonymous], 2002, ADV LITHIUM ION BATT
[8]  
[Anonymous], 2012, THESIS
[9]  
Barcellona S, 2015, SCI WORLD J
[10]  
Baronti F, 2010, IEEE IND ELEC