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
[101]   Thermal Model Parameter Identification of a Lithium Battery [J].
Nissing D. ;
Mahanta A. ;
Van Sterkenburg S. .
Journal of Control Science and Engineering, 2017, 2017
[102]   Coordinate Transformation, Orthogonal Collocation, Model Reformulation and Simulation of Electrochemical-Thermal Behavior of Lithium-Ion Battery Stacks [J].
Northrop, Paul W. C. ;
Ramadesigan, Venkatasailanathan ;
De, Sumitava ;
Subramanian, Venkat R. .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2011, 158 (12) :A1461-A1477
[103]   Double-layer capacitance in a dual lithium ion insertion cell [J].
Ong, IJ ;
Newman, J .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1999, 146 (12) :4360-4365
[104]   THERMAL MODELING OF THE LITHIUM/POLYMER BATTERY .1. DISCHARGE BEHAVIOR OF A SINGLE-CELL [J].
PALS, CR ;
NEWMAN, J .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1995, 142 (10) :3274-3281
[105]   A Novel Mechanical Analogy-Based Battery Model for SoC Estimation Using a Multicell EKF [J].
Paschero, Maurizio ;
Storti, Gian Luca ;
Rizzi, Antonello ;
Mascioli, Fabio Massimo Frattale ;
Rizzoni, Giorgio .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2016, 7 (04) :1695-1702
[106]   A model for battery lifetime analysis for organizing applications on a pocket computer [J].
Rakhmatov, D ;
Vrudhula, S ;
Wallach, DA .
IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2003, 11 (06) :1019-1030
[107]  
Rakhmatov D, 2002, ISLPED'02: PROCEEDINGS OF THE 2002 INTERNATIONAL SYMPOSIUM ON LOW POWER ELECTRONICS AND DESIGN, P154, DOI 10.1109/LPE.2002.1029584
[108]   An analytical high-level battery model for use in energy management of portable electronic systems [J].
Rakhmatov, DN ;
Vrudhula, SBK .
ICCAD 2001: IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER AIDED DESIGN, DIGEST OF TECHNICAL PAPERS, 2001, :488-493
[109]   Development of first principles capacity fade model for Li-ion cells [J].
Ramadass, P ;
Haran, B ;
Gomadam, PM ;
White, R ;
Popov, BN .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2004, 151 (02) :A196-A203
[110]   Mathematical modeling of the capacity fade of Li-ion cells [J].
Ramadass, P ;
Haran, B ;
White, R ;
Popov, BN .
JOURNAL OF POWER SOURCES, 2003, 123 (02) :230-240