The Identification for Switched Reluctance Motor Drive System Used in Electric Vehicles Based on Mixed Genetic Neural Networks

被引:0
|
作者
Zhao, Hong [1 ]
机构
[1] China Jiliang Univ, Sch Mechatron Engn, Hangzhou, Zhejiang, Peoples R China
关键词
Electric vehicles; switched reluctance motor; identification; mixed genetic algorithms; neural network; PROPULSION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Based on the characteristics of the nonlinear and the large range of structures and parameters of switched reluctance motor drive system used in electric vehicles, a new method that the combination of mixed genetic algorithms and neural network is put forward to achieve the identification of switched reluctance motor drive system. The principle is expounded and corresponding algorithm and formulas are presented as well. The method combines the advantages of the optimum genetic algorithms and neural networks which overcomes the shortcomings of traditional BP networks such as the slow learning rate and liable to converge to the local minima, The simulation results demonstrate that this method is quite practicable for its fast and exact closing to its real system.
引用
收藏
页码:29 / 34
页数:6
相关论文
共 50 条
  • [31] An in-wheel switched reluctance motor for electric vehicles
    Luk, P. C. K.
    Jinupun, P.
    IPEMC 2006: CES/IEEE 5TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE, VOLS 1-3, CONFERENCE PROCEEDINGS, 2006, : 1893 - +
  • [32] Reliability Evaluation of Switched Reluctance Motor Drive System in Electric Vehicle based on Bayesian Network
    Chen, Hao
    Dong, Feng
    Xu, Shuai
    Yang, Jian
    Chan, C. C.
    2019 IEEE VEHICLE POWER AND PROPULSION CONFERENCE (VPPC), 2019,
  • [33] The Design of a Switched Reluctance Motor Drive System
    He, Jiangbiao
    Liang, Guangzheng
    Wang, Shihu
    2009 INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION, AND ROBOTICS, PROCEEDINGS, 2009, : 445 - 449
  • [34] Research on the Switched Reluctance Motor Drive System
    Yang, Zhou
    Huo, Y.
    Cheng, He
    Huang, Weilong
    Chen, H.
    Ma, X.
    Wang, X.
    PROCEEDINGS OF THE 2015 IEEE NORTH WEST RUSSIA SECTION YOUNG RESEARCHERS IN ELECTRICAL AND ELECTRONIC ENGINEERING CONFERENCE (2015 ELCONRUSNW), 2015, : 301 - 305
  • [35] Supercapacitor-based optimum switched reluctance drive for advanced electric vehicles
    Ge, BM
    de Almeida, AT
    Ferreira, FJTE
    ICEMS 2005: PROCEEDINGS OF THE EIGHTH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS, VOLS 1-3, 2005, : 822 - 827
  • [36] A kind of switched reluctance motor drive system
    Bian, C.-Y.
    Man, Y.-K.
    Gu, S.-S.
    Dongbei Daxue Xuebao/Journal of Northeastern University, 2001, 22 (06): : 635 - 638
  • [37] Electrical drive system for switched reluctance motor
    Aljaism, W.
    Nagrial, M.
    rizk, J.
    2008 SECOND INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, 2008, : 125 - 129
  • [38] A Design of Switched Reluctance Motor and Drive System for High Performance Electric Motorcycle
    Kachapornkul, S.
    Kreuawan, S.
    Chavopitak, N.
    Somsiri, P.
    Champa, P.
    Jitkreeyan, P.
    Nulek, N.
    Thinphowong, Y.
    Karukanan, S.
    2015 18TH INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS), 2015, : 888 - 893
  • [39] Performance Improvement of a Switched Reluctance Motor and Drive System Designed for an Electric Motorcycle
    Kachapornkul, Seubsuang
    Pupadubsin, Ruchao
    Somsiri, Pakasit
    Jitkreeyarn, Prapon
    Tungpimolrut, Kanokvate
    ENERGIES, 2022, 15 (03)
  • [40] Direct instantaneous torque control system for switched reluctance motor in electric vehicles
    Liu, Lijun
    Zhao, Mingwei
    Yuan, Xibo
    Ruan, Yi
    JOURNAL OF ENGINEERING-JOE, 2019, (16): : 1847 - 1852