Decoupling parameter estimation strategy based electrochemical-thermal coupled modeling method for large format lithium-ion batteries with internal temperature experimental validation

被引:33
作者
Wang, Qian-Kun [1 ]
Shen, Jia-Ni [1 ]
Ma, Zi-Feng [1 ]
He, Yi-Jun [1 ]
机构
[1] Shanghai Jiao Tong Univ, Shanghai Electrochem Energy Devices Res Ctr, Dept Chem Engn, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
Lithium-ion battery; Electrochemical model; Thermal model; Decoupling parameter estimation; Surrogate model based optimization; MULTIOBJECTIVE OPTIMIZATION; TRANSPORT-PROPERTIES; IDENTIFICATION; ELECTRODES; ALGORITHM; DIFFUSION; DISCHARGE; LIFEPO4; DESIGN; CHARGE;
D O I
10.1016/j.cej.2021.130308
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Accurate battery model generally plays a significant role in the optimal design and management of lithium-ion batteries (LIBs). However, performing fast and accurate parameter estimation of a commercial LIB is still a challenging task, especially for the electrochemical reaction and transport mechanism based model. In this study, a pseudo two-dimensional electrochemical model and a three-dimensional thermal model are coupled to describe the electrical and thermal dynamics of a commercial LIB, and a variable solid state diffusion concept is adopted in electrochemical model for enhancing the model prediction ability. To improve the parameter estimation efficiency and accuracy, a novel decoupling estimation strategy of electrochemical and thermal related parameters is proposed. In addition, a surrogate model based optimization approach is introduced to handle the high computational parameter estimation procedure. To effectively validate the proposed modeling strategy, twentyfive thermocouples were embedded into a commercial large format prismatic LIB during manufacturing for characterizing the non-uniform internal temperature distribution. Both fitting and prediction results of terminal voltage and temperature distribution indicate that the proposed model is capable of capturing the electrical and thermal dynamic characteristics of large format prismatic LIB under different discharge rates and ambient temperatures. It is thus illustrated that the proposed modeling strategy could provide a potential promising solution framework for constructing an accurate model of commercial batteries and is greatly helpful for performing further battery design and management.
引用
收藏
页数:14
相关论文
共 50 条
[11]   Electrochemical and thermal modeling of lithium-ion batteries: A review of coupled approaches for improved thermal performance and safety lithium-ion batteries [J].
Alkhedher, Mohammad ;
Al Tahhan, Aghyad B. ;
Yousaf, Jawad ;
Ghazal, Mohammed ;
Shahbazian-Yassar, Reza ;
Ramadan, Mohamad .
JOURNAL OF ENERGY STORAGE, 2024, 86
[12]   Electrochemical-thermal analysis of large-sized lithium-ion batteries: Influence of cell thickness and cooling strategy in charging [J].
Lei, Deyong ;
Wang, Yun ;
Fu, Jingfei ;
Zhu, Xiaobao ;
Shi, Jing ;
Wang, Yachao .
ENERGY, 2024, 307
[13]   A systematic approach for electrochemical-thermal modelling of a large format lithium-ion battery for electric vehicle application [J].
Hosseinzadeh, Elham ;
Genieser, Ronny ;
Worwood, Daniel ;
Barai, Anup ;
Marco, James ;
Jennings, Paul .
JOURNAL OF POWER SOURCES, 2018, 382 :77-94
[14]   A 3D electrochemical-thermal coupled model for electrochemical and thermal analysis of pouch-type lithium-ion batteries [J].
He, C. X. ;
Yue, Q. L. ;
Wu, M. C. ;
Chen, Q. ;
Zhao, T. S. .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2021, 181
[15]   Coupled Electrochemical-Thermal-Mechanical Modeling and Simulation of Lithium-Ion Batteries [J].
Luo, Pengfei ;
Li, Peichao ;
Ma, Dezheng ;
Wang, Keyong ;
Zhang, Hengyun .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2022, 169 (10)
[16]   Numerical investigation on the thermal behavior of cylindrical lithium-ion batteries based on the electrochemical-thermal coupling model [J].
Zhang, Xiaoqiang ;
Li, Peichao ;
Huang, Bixiong ;
Zhang, Hengyun .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2022, 199
[17]   Electrochemical and thermal characteristics of prismatic lithium-ion battery based on a three-dimensional electrochemical-thermal coupled model [J].
Li, Huanhuan ;
Saini, Ashwani ;
Liu, Chengyang ;
Yang, Jufeng ;
Wang, Yaping ;
Yang, Tao ;
Pan, Chaofeng ;
Chen, Long ;
Jiang, Haobin .
JOURNAL OF ENERGY STORAGE, 2021, 42 (42)
[18]   Cascaded electrochemical-thermal modeling and temperature estimation for cylindrical Li-ion batteries [J].
Ferreira, Patryck ;
Tang, Shu-Xia .
JOURNAL OF ENERGY STORAGE, 2025, 124
[19]   Thermal and stoichiometry inhomogeneity investigation of large-format lithium-ion batteries via a three-dimensional electrochemical-thermal coupling model [J].
Huang, Yunfeng ;
Lai, Xin ;
Ren, Dongsheng ;
Kong, Xiangdong ;
Han, Xuebing ;
Lu, Languang ;
Zheng, Yuejiu .
ELECTROCHIMICA ACTA, 2023, 468
[20]   Coupled electrochemical-thermal analysis of the novel TESLA-type large format 4680 cylindrical lithium-ion battery under normal and extreme conditions [J].
Eze, Chika ;
Zhao, Jingyuan ;
Liu, Huaqiang ;
Shi, Yu ;
Chung, Dukhyun ;
Zhao, Jiyun ;
Chen, Guanhua ;
Chuang, Abel .
JOURNAL OF POWER SOURCES, 2025, 645