Neural Network Based Fault Diagnosis and Fault Tolerant Control for BLDC Motor

被引:0
|
作者
Li, Zheng [1 ]
机构
[1] Hebei Univ Sci & Technol, Sch Elect Engn & Informat Sci, Shijiazhuang 050018, Peoples R China
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A fault diagnostics and fault tolerant control system for controller of brushless direct current motor is designed. The neural network state observer is trained by real nonlinear control system. From the residual difference between outputs of actual system and neural network observer, the fault of control system is detected and determined. The simulation results and study on fault diagnostics are implemented for system controller, current and speed sensor faults. Fault tolerant control is realized by using compensation controller and can guarantee the stability and performance. The results of simulation show the effectiveness of the proposed method with scaling location of the fault and the time of occurrence, and eliminating the noise and offering high robustness.
引用
收藏
页码:897 / 901
页数:5
相关论文
共 50 条
  • [31] Fault diagnosis and fault-tolerant finite control set-model predictive control of a multiphase voltage-source inverter supplying BLDC motor
    Salehifar, Mehdi
    Moreno-Equilaz, Manuel
    ISA TRANSACTIONS, 2016, 60 : 143 - 155
  • [32] Permanent magnet synchronous motor fault-diagnosis and fault-tolerant control
    Ying L.-M.
    Hang C.-C.
    Shu N.-Q.
    Wang D.-H.
    Hang, Cui-Cui, 1600, Editorial Department of Electric Machines and Control (24): : 45 - 52
  • [33] Fault diagnosis and fault-tolerant control of position signal for doubly salient motor
    Ma, Chang-Shan
    Zhou, Bo
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2008, 28 (18): : 73 - 78
  • [34] Fault diagnosis and fault tolerant control of position sensor based on DFPMM
    Li, Jie
    Huang, Wenxin
    Cai, Yiming
    Wang, Siyuan
    Gao, Yufei
    Jiang, Xuefeng
    Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica, 2024, 45 (10):
  • [35] Fuzzy-Bayes fault isolator design for BLDC motor fault diagnosis
    Suh, SH
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2004, 2 (03) : 354 - 361
  • [36] Adaptive neural network-based backstepping fault tolerant control for underwater vehicles with thruster fault
    Wang, Yujia
    Zhang, Mingjun'
    Wilson, Philip A.
    Liu, Xing
    OCEAN ENGINEERING, 2015, 110 : 15 - 24
  • [37] A multilayer neural-network-based fault estimation and fault tolerant control scheme for uncertain system
    Akhtar, Zainab
    Naqvi, Syed Zilqurnain Abbas
    Hamayun, Mirza Tariq
    Ijaz, Salman
    INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2024, : 11985 - 12011
  • [38] Fault Tolerant Control Method of Seven-Phase BLDC motor in Asymmetric Fault Condition due to Open Phase
    Moon, Jong-Joo
    Lee, Won
    Park, Sang-Woo
    Kim, Jang-Mok
    2015 9TH INTERNATIONAL CONFERENCE ON POWER ELECTRONICS AND ECCE ASIA (ICPE-ECCE ASIA), 2015, : 1591 - 1596
  • [39] A Heat Constraint Based Fault Tolerant Control for the Fault Tolerant Permanent Magnet Synchronous Motor
    Wang, Yuzhang
    Guo, Hong
    Xu, Jinquan
    2018 21ST INTERNATIONAL CONFERENCE ON ELECTRICAL MACHINES AND SYSTEMS (ICEMS), 2018, : 419 - 424
  • [40] Fault diagnosis and tolerant control of spacecraft attitude control system via deep neural network
    Geng Feilong
    Li Shuang
    Huang Xuxing
    Yang Bin
    Chang Jiansong
    Lin Bo
    CHINESE SPACE SCIENCE AND TECHNOLOGY, 2020, 40 (06) : 1 - 12