Lithium-ion battery cell-level control using constrained model predictive control and equivalent circuit models

被引:68
|
作者
Xavier, Marcelo A. [1 ]
Trimboli, M. Scott [1 ]
机构
[1] Univ Colorado, Dept Elect & Comp Engn, Colorado Springs, CO 80918 USA
关键词
Model predictive control; Lithium ion battery; Equivalent circuit model; Battery management systems; MANAGEMENT-SYSTEMS; OPTIMIZATION; CHARGE; PACKS; STATE;
D O I
10.1016/j.jpowsour.2015.03.074
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
This paper introduces a novel application of model predictive control (MPC) to cell-level charging of a lithium-ion battery utilizing an equivalent circuit model of battery dynamics. The approach employs a modified form of the MPC algorithm that caters for direct feed-though signals in order to model near-instantaneous battery ohmic resistance. The implementation utilizes a 2nd-order equivalent circuit discrete-time state-space model based on actual cell parameters; the control methodology is used to compute a fast charging profile that respects input, output, and state constraints. Results show that MPC is well-suited to the dynamics of the battery control problem and further suggest significant performance improvements might be achieved by extending the result to electrochemical models. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:374 / 384
页数:11
相关论文
共 50 条
  • [1] An Investigation into the Viability of Cell-Level Temperature Control in Lithium-Ion Battery Packs1
    Abadie, Preston T.
    Docimo, Donald J.
    ASME Letters in Dynamic Systems and Control, 2025, 5 (01):
  • [2] Experimental Identification using Equivalent Circuit Model for Lithium-Ion Battery
    Eltoumi, F.
    Badji, A.
    Becherif, M.
    Ramadan, H. S.
    INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2018, 19 (03)
  • [3] 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
  • [4] Electrothermal dynamics-conscious lithium-ion battery cell-level charging management via state-monitored predictive control
    Zou, Changfu
    Hu, Xiaosong
    Wei, Zhongbao
    Tang, Xiaolin
    ENERGY, 2017, 141 : 250 - 259
  • [5] Stress-Constrained Fast Charging of Lithium-ion Battery with Predictive Control
    Zhong, Hao
    He, Hongwen
    Wei, Zhongbao
    2021 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION (ECCE), 2021, : 1699 - 1704
  • [6] Thermal Management of Lithium-Ion Battery Pack Using Equivalent Circuit Model
    Kaliaperumal, Muthukrishnan
    Chidambaram, Ramesh Kumar
    VEHICLES, 2024, 6 (03): : 1200 - 1215
  • [7] Individual Cell-Level Temperature Monitoring of a Lithium-Ion Battery Pack
    Alcock, Keith M.
    Gonzalez-Vila, Alvaro
    Beg, Mustehsan
    Vedreno-Santos, Francisco
    Cai, Zuansi
    Alwis, Lourdes S. M.
    Goh, Keng
    SENSORS, 2023, 23 (09)
  • [8] A Split-Future MPC Algorithm for Lithium-Ion Battery Cell-Level Fast-Charge Control
    Xavier, Marcelo A.
    de Souza, Aloisio Kawakita
    Trimboli, M. Scott
    IFAC PAPERSONLINE, 2020, 53 (02): : 12459 - 12464
  • [9] Nonlinear Model-Predictive Optimal Control of an Active Cell-to-Cell Lithium-Ion Battery Pack Balancing Circuit
    Liu, Ji
    Chen, Yang
    Fathy, Hosam K.
    IFAC PAPERSONLINE, 2017, 50 (01): : 14483 - 14488
  • [10] Lithium-Ion Battery Charging Control Using a Coupled Electro-Thermal Model and Model Predictive Control
    de Souza, Aloisio Kawakita
    Plett, Gregory
    Trimboli, M. Scott
    2020 THIRTY-FIFTH ANNUAL IEEE APPLIED POWER ELECTRONICS CONFERENCE AND EXPOSITION (APEC 2020), 2020, : 3534 - 3539