A systematic approach for the parameter identification of electrochemical battery models enabling health-aware fast charging control of battery electric vehicles

被引:11
作者
Wassiliadis, Nikolaos [1 ]
Ank, Manuel [1 ]
Bach, Andreas [1 ]
Wanzel, Matthias [1 ]
Zollner, Ann-Sophie [1 ]
Gamra, Kareem Abo [1 ]
Lienkamp, Markus [1 ]
机构
[1] Tech Univ Munich TUM, Inst Automot Technol, Sch Engn & Design, Dept Mobil Syst Engn, Munich, Germany
关键词
Electric vehicles; Fast charging; Lithium-ion battery; Electrochemical modeling; Parameter identification; Battery management systems; LITHIUM-ION BATTERY; SINGLE-PARTICLE MODEL; DIFFUSION-COEFFICIENT; PHYSICOCHEMICAL MODEL; TRANSPORT-PROPERTIES; THERMAL-MODEL; GRAPHITE; CAPACITY; INTERCALATION; IMPEDANCE;
D O I
10.1016/j.est.2022.105951
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
In industrial practice, fast charging currents are usually controlled by current stages derived from long-term lab testing at different cell integration levels - requiring intensive experimental effort prior to application. Model-based approaches exploiting knowledge of the electro-thermal behavior of the deployed lithium-ion cells promise a quicker and more targeted development of fast charging strategies with less long-term lab testing effort. However, there is still no consensus in the literature on how to quickly parameterize physics-enhanced electro-thermal battery models without a greater loss of generality. We present a systematic procedure to parameterize an electrochemical reduced-order model capable of controlling the charging current to a specific anode potential reserve at the edge of the lithium deposition process in real time for a given commercial lithium-ion cell. A broad experimental validation at charging rates ranging from 1C to 6C, ambient temperatures between -10 degrees C and 50 degrees C, and at pack level is carried out to confirm the developed method.
引用
收藏
页数:18
相关论文
共 93 条
[1]   Influence analysis of static and dynamic fast-charging current profiles on ageing performance of commercial lithium-ion batteries [J].
Abdel-Monem, Mohamed ;
Trad, Khiem ;
Omar, Noshin ;
Hegazy, Omar ;
Van den Bossche, Peter ;
Van Mierlo, Joeri .
ENERGY, 2017, 120 :179-191
[2]   Modeling the impedance versus voltage characteristics of LiNi0.8Co0.15Al0.05O2 [J].
Abraham, D. P. ;
Kawauchi, S. ;
Dees, D. W. .
ELECTROCHIMICA ACTA, 2008, 53 (05) :2121-2129
[3]   Predicting specific heat capacity and directional thermal conductivities of cylindrical lithium-ion batteries: A combined experimental and simulation framework [J].
Al-Zareer, Maan ;
Michalak, Andrew ;
Da Silva, Carlos ;
Amon, Cristina H. .
APPLIED THERMAL ENGINEERING, 2021, 182
[4]   Experiments on and Modeling of Positive Electrodes with Multiple Active Materials for Lithium-Ion Batteries [J].
Albertus, Paul ;
Christensen, Jake ;
Newman, John .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2009, 156 (07) :A606-A618
[5]   Understanding the limits of rapid charging using instrumented commercial 18650 high-energy Li-ion cells [J].
Amietszajew, Tazdin ;
McTurk, Euan ;
Fleming, Joe ;
Bhagat, Rohit .
ELECTROCHIMICA ACTA, 2018, 263 :346-352
[6]  
Amin R, 2015, J ELECTROCHEM SOC, V162, pA1163, DOI 10.1149/2.0171507jes
[7]   Fast charging technique for high power lithium iron phosphate batteries: A cycle life analysis [J].
Ansean, D. ;
Gonzalez, M. ;
Viera, J. C. ;
Garcia, V. M. ;
Blanco, C. ;
Valledor, M. .
JOURNAL OF POWER SOURCES, 2013, 239 :9-15
[8]   A comparison of methodologies for the non-invasive characterisation of commercial Li-ion cells [J].
Barai, Anup ;
Uddin, Kotub ;
Dubarry, Matthieu ;
Somerville, Limhi ;
McGordon, Andrew ;
Jennings, Paul ;
Bloom, Ira .
PROGRESS IN ENERGY AND COMBUSTION SCIENCE, 2019, 72 :1-31
[9]   A GENERAL ENERGY-BALANCE FOR BATTERY SYSTEMS [J].
BERNARDI, D ;
PAWLIKOWSKI, E ;
NEWMAN, J .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1985, 132 (01) :5-12
[10]   Lithium Plating on Graphite Negative Electrodes: Innovative Qualitative and Quantitative Investigation Methods [J].
Birkenmaier, Claudia ;
Bitzer, Bernhard ;
Harzheim, Matthias ;
Hintennach, Andreas ;
Schleid, Thomas .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2015, 162 (14) :A2646-A2650