Fuzzy-Based Intelligent Algorithm for Diagnosis of Drive Faults in Induction Motor Drive System

被引：19
|
作者：
Mayadevi, N. [1 ]
Mini, V. P. [1 ]
Hari Kumar, R. [1 ]
Prins, Shruti [1 ]
机构：
[1] Coll Engn Trivandrum, Thiruvananthapuram, India
来源：
ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING | 2020年 / 45卷 / 03期
关键词：
Fault detection; Fuzzy logic; Induction motor; Motor drives; Total harmonic distortion; MACHINE; VOLTAGE;
D O I：
10.1007/s13369-019-03935-2
中图分类号：
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号：
07 ; 0710 ; 09 ;
摘要：
This paper presents the design and development of a novel, fuzzy-based algorithm for the detection and diagnosis of drive faults in an induction motor drive system (IMDS). A detailed investigation on the performance of IMDS under various faults and load conditions revealed that the combination of root-mean-square value and total harmonic distortion (THD) of the stator currents can accurately transpire various fault conditions. In this work, the efficacy of fuzzy logic is employed to characterize and diagnose the fault since it is difficult to find crisp boundaries for the correlation between the extracted parameters and fault conditions. The performance of the developed algorithm is tested and verified using simulation in MATLAB Simulink.
引用
收藏
页码：1385 / 1395
页数：11
相关论文
共 50 条
  • [21] Condition monitoring algorithm for induction motor drive
    Mamat-Ibrahim, MR
    Tamjis, MR
    Lachman, T
    [J]. TENCON 2004 - 2004 IEEE REGION 10 CONFERENCE, VOLS A-D, PROCEEDINGS: ANALOG AND DIGITAL TECHNIQUES IN ELECTRICAL ENGINEERING, 2004, : D9 - D12
  • [22] Intelligent backstepping control for linear induction motor drive
    Wai, RJ
    Lin, FJ
    Hsu, SP
    [J]. IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 2001, 148 (03): : 193 - 202
  • [23] Intelligent control of the regenerative braking in an induction motor drive
    Cholula, S
    Claudio, A
    Ruiz, J
    [J]. 2005 2nd International Conference on Electrical & Electronics Engineering (ICEEE), 2005, : 302 - 308
  • [24] Intelligent decoupled control for linear induction motor drive
    Wai, Rong-Jong
    Lee, Jeng-Dao
    Chu, Chia-Chin
    [J]. 2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 1451 - +
  • [25] Novel Fuzzy-Based Open-Switch Fault Detection Scheme of Voltage Source Inverter Induction Motor Drive
    Gardouh, Ahmed S.
    Abulanwar, Sayed
    Deng, Fujin
    Gouda, Eid
    Ghanem, Abdelhady
    [J]. IEEE TRANSACTIONS ON POWER ELECTRONICS, 2024, 39 (11) : 14961 - 14973
  • [26] Efficiency optimization of PI and fuzzy controller based induction motor drive
    Rajinder
    Sreejeth, Mini
    Singh, Madhusudan
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (05) : 5159 - 5167
  • [27] A fuzzy logic controller based indirect field-oriented induction motor drive system
    Tewari, A
    Tripathi, A
    Das, SP
    [J]. PROCEEDINGS OF IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY 2000, VOLS 1 AND 2, 2000, : 359 - 364
  • [28] Analysis of Fuzzy Logic Based Fault Detection for Three Phase Induction Motor Drive System
    Kumar, R. Senthil
    Raj, I. Gerald Christopher
    Abarna, J.
    [J]. 2018 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENERGY SYSTEMS (ICEES), 2018, : 700 - 705
  • [29] INTELLIGENT CONTROL OF AN ELECTROHYDRAULIC MOTOR DRIVE SYSTEM
    DAVIES, RM
    WATTON, J
    [J]. MECHATRONICS, 1995, 5 (05) : 527 - 540
  • [30] Loss minimization of a fuzzy controlled induction motor drive
    Zidani, F
    Benbouzid, MEH
    Diallo, D
    [J]. IEMDC 2001: IEEE INTERNATIONAL ELECTRIC MACHINES AND DRIVES CONFERENCE, 2001, : 629 - 633
12345