Optimized Neural Network Based Predictive Maintenance for Five-Phase Induction Motor Failure

被引：8
|
作者：
Muduli, Utkal Ranjan [1 ]
Al Jaafari, Khaled [2 ]
Behera, Ranjan Kumar [1 ]
机构：
[1] Indian Inst Technol Patna, Dept Elect Engn, Patna, Bihar, India
[2] Khalifa Univ, EECS Dept, APEC, Abu Dhabi, U Arab Emirates
来源：
2021 IEEE 12TH ENERGY CONVERSION CONGRESS AND EXPOSITION - ASIA (ECCE ASIA) | 2021年
关键词：
D O I：
10.1109/ECCE-Asia49820.2021.9478989
中图分类号：
X [环境科学、安全科学];
学科分类号：
08 ; 0830 ;
摘要：
Predictive maintenance of multiphase machines has become a vital issue in Industry 4.0 as it has higher reliability and fault tolerant capability. This paper suggests the use of Particle Swarm Optimization and Spiral Dynamics Algorithm to optimize the Artificial Neural Network based failure model for Five Phase Induction Motor drive. An experimental verification has been carried out to investigate the effectiveness of the proposed scheme.
引用
收藏
页码：1537 / 1541
页数：5
相关论文
共 50 条
  • [1] Predictive adaptive model based control of a five-phase induction motor drive
    Khan M.R.
    Iqbal A.
    [J]. International Journal of Modelling and Simulation, 2010, 30 (03): : 323 - 332
  • [2] Predictive Torque Control for Five-Phase Induction Motor Drives
    Riveros, J. A.
    Prieto, J.
    Barrero, F.
    Toral, S.
    Jones, M.
    Levi, E.
    [J]. IECON 2010 - 36TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2010,
  • [3] Model Predictive Current Control of a Five-phase Induction Motor
    Lim, C. S.
    Rahim, N. A.
    Hew, W. P.
    Jones, M.
    Levi, E.
    [J]. IECON 2011: 37TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2011, : 1934 - 1940
  • [4] Optimized Neural Network of Predictive Maintenance for Air Booster Compressor (ABC) Motor Failure
    Rosli, Nurfatihah Syalwiah Binti
    Bin Ibrahim, Rosdiazli
    Ismail, Idris
    [J]. 2019 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE (I2MTC), 2019, : 1475 - 1480
  • [5] Selective Voltage Vector Based Predictive Torque Control of Five-Phase Induction Motor Drive
    Sabbir, Md Shahadath Hossain
    Habibullah, Md
    [J]. PROCEEDINGS OF 2020 11TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (ICECE), 2020, : 182 - 185
  • [6] Variable-Speed Five-Phase Induction Motor Drive Based on Predictive Torque Control
    Riveros, Jose A.
    Barrero, Federico
    Levi, Emil
    Duran, Mario J.
    Toral, Sergio
    Jones, Martin
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (08) : 2957 - 2968
  • [7] Effective predictive current control for a sensorless five-phase induction motor drive
    Mossa M.A.
    [J]. International Journal of Power Electronics, 2021, 13 (04) : 502 - 532
  • [8] Sensitivity of predictive controllers to parameter variation in five-phase induction motor drives
    Martin, Cristina
    Bermudez, Mario
    Barrero, Federico
    Arahal, Manuel R.
    Kestelyn, Xavier
    Duran, Mario J.
    [J]. CONTROL ENGINEERING PRACTICE, 2017, 68 : 23 - 31
  • [9] IFOC of Five-Phase Induction Motor Drive
    Sowmiya, M.
    Renukadevi, G.
    Rajambal, K.
    [J]. 2013 INTERNATIONAL CONFERENCE ON POWER, ENERGY AND CONTROL (ICPEC), 2013, : 304 - 309
  • [10] Deadbeat-Based Model Predictive Voltage Control for a Sensorless Five-Phase Induction Motor Drive
    Mossa, Mahmoud A.
    Nguyen Vu Quynh
    Echeikh, Hamdi
    Ton Duc Do
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2020, 2020
12345