AUTOMOTIVE BATTERY PROGNOSTICS USING DUAL EXTENDED KALMAN FILTER

被引:0
|
作者
Rubagotti, Matteo
Onori, Simona [1 ]
Rizzoni, Giorgio [1 ]
机构
[1] Ohio State Univ, Ctr Automot Res, Columbus, OH 43210 USA
关键词
MANAGEMENT-SYSTEMS; STATE; PACKS; MODEL; LIFE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a strategy for estimating the remaining useful life of automotive batteries based on dual Extended Kalman Filter. A nonlinear model of the battery is exploited for the on-line estimation of the State of Charge, and this information is used to evaluate the actual capacity and predict its future evolution, from which an estimate of the remaining useful life is obtained with suitable margins of uncertainty. Simulation results using experimental data from lead-acid batteries show the effectiveness of the approach.
引用
收藏
页码:1169 / 1175
页数:7
相关论文
共 50 条
  • [21] Vehicle Tire Traction Torque Estimation Using a Dual Extended Kalman Filter
    Wei, Wenpeng
    Dourra, Hussein
    Zhu, Guoming
    JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 2022, 144 (03):
  • [22] Single Channel Blind Source Separation using Dual Extended Kalman Filter
    Dutt, Rashi
    Mondal, Sayon
    Acharyya, Amit
    2021 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2021,
  • [23] Simultaneous Estimation of State of Charge and Capacity using Extended Kalman Filter in Battery Systems
    Mun, Yejin
    Kim, Namhoon
    Ryu, Jihoon
    Lee, Kyungmin
    Lee, Jonghyeok
    Cho, Wonhee
    Kim, Yeonsoo
    KOREAN CHEMICAL ENGINEERING RESEARCH, 2022, 60 (03): : 363 - 370
  • [24] CONDITIONAL EXTENDED KALMAN FILTER FOR BATTERY MODEL PARAMETER IDENTIFICATION
    Li, Yonghua
    Wang, Xu
    7TH ANNUAL DYNAMIC SYSTEMS AND CONTROL CONFERENCE, 2014, VOL 2, 2014,
  • [25] Adaptive extended Kalman filter for estimating the charging state of battery
    Xu B.
    Wang X.
    Zhang Q.
    Wang L.
    Wang D.
    Harbin Gongye Daxue Xuebao/Journal of Harbin Institute of Technology, 2021, 53 (07): : 92 - 98
  • [26] Electrical circuit model of a vanadium redox flow battery using extended Kalman filter
    Mohamed, M. R.
    Ahmad, H.
    Abu Seman, M. N.
    Razali, S.
    Najib, M. S.
    JOURNAL OF POWER SOURCES, 2013, 239 : 284 - 293
  • [27] Li-ion Battery Modeling and SOC Estimation Using Extended Kalman Filter
    Disci, Fatma Nur
    El-Kahlout, Yasser
    Balikci, Abdulkadir
    2017 10TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING (ELECO), 2017, : 166 - 169
  • [28] A Battery State of Charge Estimation Method with Extended Kalman Filter
    Zhang, Fei
    Liu, Guangjun
    Fang, Lijin
    2008 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2008, : 1008 - +
  • [29] A novel Dual Fractional-Order Extended Kalman Filter for the improved estimation of battery state of charge
    Rodriguez-Iturriaga, Pablo
    Alonso-del-Valle, Jorge
    Rodriguez-Bolivar, Salvador
    Ansean, David
    Carlos Viera, Juan
    Antonio Lopez-Villanueva, Juan
    JOURNAL OF ENERGY STORAGE, 2022, 56
  • [30] State of Power Estimation of Echelon-Use Battery Based on Adaptive Dual Extended Kalman Filter
    Hou, Enguang
    Xu, Yanliang
    Qiao, Xin
    Liu, Guangmin
    Wang, Zhixue
    ENERGIES, 2021, 14 (17)