Optimal Charging Strategy for Lithium-Ion Batteries Based on Model Predictive Control With Coupled Thermal-Electric Decomposed Electrode Model

被引:0
|
作者
Lu, Yufang [1 ,2 ]
Han, Xuebing [1 ]
Lu, Languang [1 ]
Feng, Xuning [1 ]
Ouyang, Minggao [1 ]
机构
[1] Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China
[2] Beijing LynkVertx Technol Co Ltd, Beijing 100084, Peoples R China
关键词
Batteries; Integrated circuit modeling; Biological system modeling; Computational modeling; Safety; Anodes; Protocols; Decomposed electrode model; lithium plating; lithium-ion battery; model predictive control; optimal charging; temperature rise; STATE; CELL;
D O I
10.1109/TIA.2024.3384470
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Fast charging is crucial for applications of lithium-ion batteries in energy power systems (e.g., electric vehicles, and portable electronic devices). In this paper, a novel optimal charging strategy based on the model predictive control (MPC) considering lithium plating and cell temperature rise is proposed. A coupled thermal-electric decomposed electrode model is constructed and integrated into the control framework to implement the optimized current while ensuring battery safety and durability. A state observer based on the extended Kalman filter and a particle swarm optimizer is adopted to enhance robustness. Parametric studies under varied constraints and initial conditions are conducted for a comprehensive analysis of the method. The simulation and experimental results validate that the developed charging strategy yields a superior applied current profile without sacrificing battery safety and health compared to the existing charging protocols. In addition, the optimal charging strategy is practical for onboard applications with future detailed work.
引用
收藏
页码:6582 / 6592
页数:11
相关论文
共 50 条
  • [1] A Novel Optimal Charging Algorithm for Lithium-Ion Batteries Based on Model Predictive Control
    Chen, Guan-Jhu
    Liu, Yi-Hua
    Cheng, Yu-Shan
    Pai, Hung-Yu
    ENERGIES, 2021, 14 (08)
  • [2] Fast Charging Strategy of Lithium-ion Batteries with Thermal Safety Margin Based on Model Predictive Control
    Jia, Ganghua
    Cai, Xin
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 2694 - 2699
  • [3] Health-Aware Multiobjective Optimal Charging Strategy With Coupled Electrochemical-Thermal-Aging Model for Lithium-Ion Battery
    Gao, Yizhao
    Zhang, Xi
    Guo, Bangjun
    Zhu, Chong
    Wiedemann, Jochen
    Wang, Lin
    Cao, Jianhua
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 16 (05) : 3417 - 3429
  • [4] Real-Time Optimal Lithium-Ion Battery Charging Based on Explicit Model Predictive Control
    Tian, Ning
    Fang, Huazhen
    Wang, Yebin
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (02) : 1318 - 1330
  • [5] A Model Predictive Control Approach for Lithium-ion Capacitor Optimal Charging
    Saha, Pankaj
    Soltani, Mandi
    Munk-Nielsen, Stig
    Stroe, Daniel-Ioan
    2023 25TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS, EPE'23 ECCE EUROPE, 2023,
  • [6] Model Predictive Control for Lithium-Ion Battery Optimal Charging
    Zou, Changfu
    Manzie, Chris
    Nesic, Dragan
    IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2018, 23 (02) : 947 - 957
  • [7] Life-extending optimal charging for lithium-ion batteries based on a multi-physics model and model predictive control
    Zhou, Boru
    Fan, Guodong
    Wang, Yansong
    Liu, Yisheng
    Chen, Shun
    Sun, Ziqiang
    Meng, Chengwen
    Yang, Jufeng
    Zhang, Xi
    APPLIED ENERGY, 2024, 361
  • [8] Computationally Efficient Dual Mode Model Predictive Control to Ensure Safe Charging of Lithium-Ion Batteries
    Undare, Suchita
    Karami, Kiana
    Trimboli, M. Scott
    IEEE CONTROL SYSTEMS LETTERS, 2024, 8 : 3093 - 3098
  • [9] Optimal charging for lithium-ion batteries to avoid lithium plating based on ultrasound-assisted diagnosis and model predictive control
    Li, Xiaoyu
    Chen, Le
    Hua, Wen
    Yang, Xiaoguang
    Tian, Yong
    Tian, Jindong
    Xiong, Rui
    APPLIED ENERGY, 2024, 367
  • [10] Dimensionless normalized concentration based thermal-electric regression model for the thermal runaway of lithium-ion batteries
    Wu, Hang
    Chen, Siqi
    Chen, Jie
    Jin, Changyong
    Xu, Chengshan
    Rui, Xinyu
    Hsu, Hungjen
    Zheng, Yuejiu
    Feng, Xuning
    JOURNAL OF POWER SOURCES, 2022, 521