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
  • [1] Fractional-order models of the supercapacitors in the form of RC ladder networks
    Mitkowski, W.
    Skruch, P.
    BULLETIN OF THE POLISH ACADEMY OF SCIENCES-TECHNICAL SCIENCES, 2013, 61 (03) : 581 - 587
  • [2] Fractional-order models of supercapacitors, batteries and fuel cells: A survey
    Freeborn T.J.
    Maundy B.
    Elwakil A.S.
    Materials for Renewable and Sustainable Energy, 2015, 4 (03)
  • [3] Exploring the Landscape of Fractional-Order Models in Epidemiology: A Comparative Simulation Study
    Agarwal, Ritu
    Airan, Pooja
    Agarwal, Ravi P.
    AXIOMS, 2024, 13 (08)
  • [4] A comparative study of the stability of some fractional-order cobweb economic models
    Srivastava, H. M.
    Raghavan, Divya
    Nagarajan, Sukavanam
    REVISTA DE LA REAL ACADEMIA DE CIENCIAS EXACTAS FISICAS Y NATURALES SERIE A-MATEMATICAS, 2022, 116 (03)
  • [5] A comparative study of the stability of some fractional-order cobweb economic models
    H. M. Srivastava
    Divya Raghavan
    Sukavanam Nagarajan
    Revista de la Real Academia de Ciencias Exactas, Físicas y Naturales. Serie A. Matemáticas, 2022, 116
  • [6] Comparative Study of Fractional-Order Differentiators and Integrators
    Tsirimokou, Georgia
    Kartci, Aslihan
    Koton, Jaroslav
    Herencsar, Norbert
    Psychalinos, Costas
    2017 40TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP), 2017, : 714 - 717
  • [7] Review of fractional-order electrical characterization of supercapacitors
    Allagui, Anis
    Freeborn, Todd J.
    Elwakil, Ahmed S.
    Fouda, Mohammed E.
    Maundy, Brent J.
    Radwan, Ahmad G.
    Said, Zafar
    Abdelkareem, Mohammad Ali
    JOURNAL OF POWER SOURCES, 2018, 400 : 457 - 467
  • [8] Fractional-Order Models of the Ultracapacitors
    Skruch, Pawel
    Mitkowski, Wojciech
    ADVANCES IN THE THEORY AND APPLICATIONS OF NON-INTEGER ORDER SYSTEMS, 2013, 257 : 281 - 293
  • [9] A Comparative Study of the Fractional-Order Nonlinear System of Physical Models via Analytical Methods
    Yasmin, Humaira
    Iqbal, Naveed
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [10] A Comparative Study of the Fractional-Order Clock Chemical Model
    Srivastava, Hari Mohan
    Saad, Khaled M.
    MATHEMATICS, 2020, 8 (09)