A simplified electrochemical modeling method for sodium-ion batteries

被引:0
作者
Fu, Yonggao [1 ]
Wang, Jun [1 ]
Liu, Meiwen [2 ]
Li, Junfu [3 ]
Shao, Junya [3 ]
机构
[1] China Natl Elect Apparat Res Inst Co Ltd, State Key Lab Environm Adaptabil Ind Prod, Guangzhou 510663, Peoples R China
[2] Harbin Inst Technol, Sch Chem Engn & Chem, Harbin 150000, Heilongjiang, Peoples R China
[3] Harbin Inst Technol, Sch Automot Engn, Weihai 264209, Shandong, Peoples R China
关键词
Sodium-ion batteries; Simplified electrochemical model; Parameter identification; Excitation-response analysis; LITHIUM-ION; CHARGE; CHALLENGES; STATE; ELECTROLYTES; SIMULATION; DISCHARGE; PARTICLE;
D O I
10.1016/j.est.2025.115495
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
Sodium-ion batteries are increasingly becoming important energy storage devices due to their abundant reserves, low cost, and excellent low-temperature performance. As a fundamental part of battery management system, battery modeling plays an essential role in ensuring the efficient and safe operation of sodium-ion batteries. Therefore, this paper proposes a simplified electrochemical model for sodium-ion batteries. Based on the assumptions of single particle model, the solid- and liquid-phase diffusion process, the activation polarization process and the ohmic polarization process are described by discrete algebraic equations. Meanwhile, the parameter identification condition that covers different C-rates is designed, and excitation-response analysis, combined with nonlinear least squares algorithm, is used to identify the model parameters. 1500mAh 18650 NaNi0.5Fe0.5MnO4 batteries are selected to validate the reliability of simulation model. The results turn out that under each working condition, the mean absolute error is less than 50 mV, and the mean relative error is within 2 %, which verifies the accuracy and the applicability under different C-rates of the established model.
引用
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页数:15
相关论文
共 38 条
[1]   Advances in sodium-ion batteries at low-temperature: Challenges and strategies [J].
Bai, Haoran ;
Zhu, Xiaohui ;
Ao, Huaisheng ;
He, Guangyu ;
Xiao, Hai ;
Chen, Yinjuan .
JOURNAL OF ENERGY CHEMISTRY, 2024, 90 :518-539
[2]   Physics-based modeling of sodium-ion batteries part II. Model and validation [J].
Chayambuka, Kudakwashe ;
Mulder, Grietus ;
Danilov, Dmitri L. ;
Notten, Peter H. L. .
ELECTROCHIMICA ACTA, 2022, 404
[3]   Advanced cobalt-free cathode materials for sodium-ion batteries [J].
Chu, Shiyong ;
Guo, Shaohua ;
Zhou, Haoshen .
CHEMICAL SOCIETY REVIEWS, 2021, 50 (23) :13189-13235
[4]   Peanut shell hybrid sodium ion capacitor with extreme energy-power rivals lithium ion capacitors [J].
Ding, Jia ;
Wang, Huanlei ;
Li, Zhi ;
Cui, Kai ;
Karpuzov, Dimitre ;
Tan, Xuehai ;
Kohandehghan, Alireza ;
Mitlin, David .
ENERGY & ENVIRONMENTAL SCIENCE, 2015, 8 (03) :941-955
[5]   MODELING OF GALVANOSTATIC CHARGE AND DISCHARGE OF THE LITHIUM POLYMER INSERTION CELL [J].
DOYLE, M ;
FULLER, TF ;
NEWMAN, J .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1993, 140 (06) :1526-1533
[6]   SIMULATION AND OPTIMIZATION OF THE DUAL LITHIUM ION INSERTION CELL [J].
FULLER, TF ;
DOYLE, M ;
NEWMAN, J .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 1994, 141 (01) :1-10
[7]   Implementation and evaluation of a practical electrochemical-thermal model of lithium-ion batteries for EV battery management system [J].
Gao, Yizhao ;
Zhu, Chong ;
Zhang, Xi ;
Guo, Bangjun .
ENERGY, 2021, 221
[8]   A 30-year overview of sodium-ion batteries [J].
Gao, Yun ;
Zhang, Hang ;
Peng, Jian ;
Li, Lin ;
Xiao, Yao ;
Li, Li ;
Liu, Yang ;
Qiao, Yun ;
Chou, Shu-Lei .
CARBON ENERGY, 2024, 6 (06)
[9]   Physics-Based Reduced Order Model for Sodium-Ion Batteries [J].
Garapati, Vamsi Krishna ;
Dingari, Naga Neehar ;
Mynam, Mahesh ;
Rai, Beena .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2023, 170 (01)
[10]   Simplification of physics-based electrochemical model for lithium ion battery on electric vehicle. Part II: Pseudo-two-dimensional model simplification and state of charge estimation [J].
Han, Xuebing ;
Ouyang, Minggao ;
Lu, Languang ;
Li, Jianqiu .
JOURNAL OF POWER SOURCES, 2015, 278 :814-825