A comparative study of fractional-order models for supercapacitors in electric vehicles

被引:3
|
作者
Zhang, Qiao [1 ]
Wei, Kaizhong [1 ]
机构
[1] Liaoning Univ Technol, Sch Automobile & Traff Engn, Jinzhou 121000, Peoples R China
来源
关键词
Supercapacitors; Fractional-order models; Genetic algorithm; Electric vehicles; DIFFERENTIAL-EQUATIONS; PARAMETERS;
D O I
10.1016/j.ijoes.2023.100441
中图分类号
O646 [电化学、电解、磁化学];
学科分类号
081704 ;
摘要
Fractional-order models display many advantages compared with integer-order equivalent circuit models for modeling energy storage system, such as more precision, fewer parameters. This paper carries out a comparative study of fractional-order equivalent circuit models for modeling supercapacitor. These models are fractionalorder RC model, fractional-order classic model, fractional-order RRCW model, fractional-order dynamic model, fractional-order transmission line model. An experiment load platform is built to test the supercapacitor for collecting the feature data. To be fair, the parameters of all models are optimized to achieve their best fitting accuracy by using the genetic algorithm. Accuracy and complexity two indices are considered to evaluate the above five models based on different test cycles. Simulation results show that the fractional-order RRCW model has the ideally comprehensive performance.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] Modelling Supercapacitors Leakage Behaviour Using a Fractional-Order Model
    Freeborn, Todd J.
    Allagui, Anis
    Elwakil, Ahmed
    2017 EUROPEAN CONFERENCE ON CIRCUIT THEORY AND DESIGN (ECCTD), 2017,
  • [22] Rational Approximation of Fractional-Order System with Multiple Fractional Powered Terms - A Comparative Study
    Swarnakar, Jaydeep
    Sungoh, Wandarisa
    INTELLIGENT COMPUTING, INFORMATION AND CONTROL SYSTEMS, ICICCS 2019, 2020, 1039 : 30 - 37
  • [23] Discrete Approximation Methods for Linear Fractional-order Systems: A Comparative Study
    Tare, Arti V.
    Joshi, Mandar M.
    Vyawahare, Vishwesh A.
    2014 INTERNATIONAL CONFERENCE ON CIRCUITS, SYSTEMS, COMMUNICATION AND INFORMATION TECHNOLOGY APPLICATIONS (CSCITA), 2014, : 105 - 110
  • [24] Realization of Fractional-Order Operator in Complex Domains-A Comparative Study
    Swarnakar, Jaydeep
    Sarkar, Prasanta
    Singh, Lairenlakpam Joyprakash
    ADVANCES IN COMMUNICATION, DEVICES AND NETWORKING, 2018, 462 : 711 - 718
  • [25] Analysis of fractional-order models for hepatitis B
    L. C. Cardoso
    F. L. P. Dos Santos
    R. F. Camargo
    Computational and Applied Mathematics, 2018, 37 : 4570 - 4586
  • [26] Analysis of fractional-order models for hepatitis B
    Cardoso, L. C.
    Dos Santos, F. L. P.
    Camargo, R. F.
    COMPUTATIONAL & APPLIED MATHEMATICS, 2018, 37 (04): : 4570 - 4586
  • [27] Front dynamics in fractional-order epidemic models
    Hanert, Emmanuel
    Schumacher, Eva
    Deleersnijder, Eric
    JOURNAL OF THEORETICAL BIOLOGY, 2011, 279 (01) : 9 - 16
  • [28] On dynamics of fractional-order oncolytic virotherapy models
    Abu-Rqayiq, Abdullah
    Zannon, Mohammad
    JOURNAL OF MATHEMATICS AND COMPUTER SCIENCE-JMCS, 2020, 20 (02): : 79 - 87
  • [29] Fractional-Order PIλDμ Control to Enhance the Driving Smoothness of Active Vehicle Suspension in Electric Vehicles
    Yin, Zongjun
    Wang, Ru
    Ma, Xuegang
    Su, Rong
    WORLD ELECTRIC VEHICLE JOURNAL, 2024, 15 (05):
  • [30] A Numerical Implementation of Fractional-Order PID Controllers for Autonomous Vehicles
    Batiha, Iqbal M.
    Ababneh, Osama Y.
    Al-Nana, Abeer A.
    Alshanti, Waseem G.
    Alshorm, Shameseddin
    Momani, Shaher
    AXIOMS, 2023, 12 (03)