ANFIS-based diagnosis and location of stator interturn faults in PM brushless dc motors

被引：21
|
作者：
Awadallah, MA [1 ]
Morcos, MM [1 ]
机构：
[1] Kansas State Univ, Manhattan, KS 66502 USA
来源：
IEEE TRANSACTIONS ON ENERGY CONVERSION | 2004年 / 19卷 / 04期
关键词：
adaptive fuzzy systems; fault diagnosis; fault location; permanent-magnet (PM) brushless dc motors;
D O I：
10.1109/TEC.2004.837273
中图分类号：
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号：
0807 ; 0820 ;
摘要：
An automatic scheme for fault diagnosis and location of stator-winding interturns in permanent-magnet brushless dc motors is presented. System performances under healthy and faulty operation are obtained via a discrete-time model. Waveform of the electromagnetic torque is monitored and processed using discrete Fourier transform and short-time Fourier transform to derive proper diagnostic indices. Two adaptive neuro-fuzzy inference systems (ANFIS) are developed to automate the fault diagnosis process. Test results show an acceptable performance for ANFIS in detecting the fault.
引用
收藏
页码：795 / 796
页数：2
相关论文
共 50 条
  • [1] A neuro-fuzzy approach to automatic diagnosis and location of stator inter-turn faults in CSI-fed PM brushless DC motors
    Awadallah, MA
    Morcos, MM
    Gopalakrishnan, S
    Nehl, TW
    [J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 2005, 20 (02) : 253 - 259
  • [2] Autonomous detection of interturn stator faults in induction motors
    Dlamini, Mpendulo
    Barendse, Paul S.
    Khan, Azeem
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2013, : 1700 - 1705
  • [3] Performance analysis of low-inductance PM brushless DC motors under stator inter-turn faults
    Awadallah, MA
    Morcos, MM
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2005, 33 (07) : 767 - 780
  • [4] Diagnosis of open-phase faults in PM brushless DC motors using wavelet and adaptive fuzzy techniques
    Awadallah, MA
    Morcos, MM
    [J]. ELECTRIC POWER COMPONENTS AND SYSTEMS, 2004, 32 (11) : 1165 - 1190
  • [5] Review of ANFIS-based control of induction motors
    Masood, M. K.
    Hew, Wooi Ping
    Rahim, Nasrudin Abd.
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2012, 23 (04) : 143 - 158
  • [6] Diagnosis of stator short circuits in brushless DC motors by monitoring phase voltages
    Awadallah, MA
    Morcos, MM
    [J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 2005, 20 (01) : 246 - 247
  • [7] Interturn Fault Diagnosis in Brushless Direct Current Motors - A Review
    Faiz, Jawad
    Jafari, Ahmad
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2018, : 437 - 444
  • [8] Stator-winding fault diagnosis of PM brushless DC motor drives
    Awadallah, MA
    Morcos, MM
    [J]. LESCOPE'02: 2002 LARGE ENGINEERINGS SYSTEMS CONFERENCE ON POWER ENGINEERING, CONFERENCE PROCEEDINGS, 2002, : 147 - 152
  • [9] Electromagnetic Performance and Diagnosis of Induction Motors With Stator Interturn Fault
    Chen, Peng
    Xie, Ying
    Hu, Shengming
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2021, 57 (02) : 1354 - 1364
  • [10] In-slot stator winding of DC brushless motors
    Mumford, DW
    [J]. PROCEEDINGS: ELECTRICAL INSULATION CONFERENCE AND ELECTRICAL MANUFACTURING & COIL WINDING TECHNOLOGY CONFERENCE, 2003, : 89 - 92
12345