State-of-Charge Estimation of Super-capacitor Using Dual Extended Kalman filter

被引:0
|
作者
Shen, Xun [1 ]
Shen, Tielong [1 ,2 ]
Zha, Xiaoming [1 ]
Hikiri, Kunihiko [3 ]
机构
[1] Wuhan Univ, Wuhan 430072, Peoples R China
[2] Sophia Univ, Tokyo 1028554, Japan
[3] UD Trucks Corp, Saitama, Japan
关键词
Extended Kalman filter(EKF); Hybrid Electric Vehicle(HEV); State of Charge(SoC); Super-capacitor; BATTERY MANAGEMENT-SYSTEMS; PACKS;
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
In this paper, dual extended Kalman filter is implemented to estimate SoC, internal resistance and capacitance of the super-capacitors applied in hybrid electric vehicles(HEVs) simultaneously based on its first-order equivalent circuit. Both simulation and experiment are carried out to verify the performance of the algorithm. Simulation results demonstrate that the algorithm reduces the estimate errors significantly made by sensor noise and experiment results prove that the estimations are able to converge to real value rapidly under poor initialization.
引用
收藏
页码:227 / 232
页数:6
相关论文
共 50 条
  • [1] Comparing Particle Filter and Extended Kalman Filter for Battery State-Of-Charge Estimation
    Restaino, Rocco
    Zamboni, Walter
    [J]. 38TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2012), 2012, : 4018 - 4023
  • [2] State-of-Charge Estimation for Batteries Based on the Nonlinear Double-Capacitor Model and Extended Kalman Filter
    Proctor, Mason
    Tian, Ning
    Fang, Huazhen
    [J]. PROCEEDINGS OF THE 2020 IEEE GREEN TECHNOLOGIES CONFERENCE (GREENTECH), 2020, : 10 - 15
  • [3] State-of-Charge Estimation of Lithium-ion Batteries using Extended Kalman filter and Unscented Kalman filter
    Jokic, Ivan
    Zecevic, Zarko
    Krstajic, Bozo
    [J]. 2018 23RD INTERNATIONAL SCIENTIFIC-PROFESSIONAL CONFERENCE ON INFORMATION TECHNOLOGY (IT), 2018,
  • [4] Temperature and state-of-charge estimation in ultracapacitors based on extended Kalman filter
    Chiang, Chia-Jui
    Yang, Jing-Long
    Cheng, Wen-Chin
    [J]. JOURNAL OF POWER SOURCES, 2013, 234 : 234 - 243
  • [5] State-of-Charge Estimation for a Single Lithium Battery Cell Using Extended Kalman Filter
    Hussein, Ala Al-Haj
    Batarseh, Issa
    [J]. 2011 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2011,
  • [6] State-of-charge Estimation of Lithium-ion Batteries Using Extended Kalman Filter
    Rezoug, Mohamed Redha
    Taibi, Djamel
    Benaouadj, Mahdi
    [J]. 2021 10TH INTERNATIONAL CONFERENCE ON POWER SCIENCE AND ENGINEERING (ICPSE 2021), 2021, : 98 - 103
  • [7] State of charge estimation using extended kalman filter
    Mazzi, Yahia
    Ben Sassi, Hicham
    Errahimi, Fatima
    Es-Sbai, Najia
    [J]. 2019 INTERNATIONAL CONFERENCE ON WIRELESS TECHNOLOGIES, EMBEDDED AND INTELLIGENT SYSTEMS (WITS), 2019,
  • [8] Extended Kalman Filter for state-of-charge estimation in electric vehicles battery packs
    Ciortea, Florin
    Rusu, Corneliu
    Nemes, Marian
    Gatea, Catalin
    [J]. 2017 INTERNATIONAL CONFERENCE ON OPTIMIZATION OF ELECTRICAL AND ELECTRONIC EQUIPMENT (OPTIM) & 2017 INTL AEGEAN CONFERENCE ON ELECTRICAL MACHINES AND POWER ELECTRONICS (ACEMP), 2017, : 611 - 616
  • [9] Extended Kalman Filter Algorithm for Accurate State-of-Charge Estimation in Lithium Batteries
    Li, Gen
    Mao, Qian
    Yang, Fan
    [J]. PROCESSES, 2024, 12 (08)
  • [10] State-of-charge estimation of lead-acid batteries using an adaptive extended Kalman filter
    Han, Jaehyun
    Kim, Dongchul
    Sunwoo, Myoungho
    [J]. JOURNAL OF POWER SOURCES, 2009, 188 (02) : 606 - 612