Diagnosis of Sensor Faults in PMSM and Drive System Based on Structural Analysis

被引:2
|
作者
Ebrahimi, Saeed Hasan [1 ]
Choux, Martin [1 ]
Huynh, Van Khang [1 ]
机构
[1] Univ Agder, Dept Engn Sci, N-4879 Grimstad, Norway
关键词
fault diagnosis; sensor faults; structural analysis; PM synchronous motor; SYNCHRONOUS MOTOR; FDI;
D O I
10.1109/ICM46511.2021.9385663
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a model-based fault diagnosis method to detect sensor faults in permanent magnet synchronous motor (PMSM) drives based on structural analysis technique. The structural model is built based on the dynamic model of the PMSM in matrix form, including unknown variables, known variables, and faults. The Dulmage-Mendelsohn (DM) decomposition is applied to evaluate the redundancy of the model and obtain redundant testable sub-models. These testable redundant sub-models are used to form residuals to observe the system state, and distinguish between healthy and faulty conditions.This work investigates faults in eleven sensors in a PMSM drive, thus nine structured residuals are designed to detect and isolate the investigated faults, which are applied to the system at different time intervals. Finally, the effectiveness of the proposed diagnostic approach is experimentally validated on an in-house setup of inverter-fed PMSMs.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Sensorless PMSM Drive with Tolerance to Current Sensor Faults
    Bisheimer, Guillermo
    De Angelo, Cristian
    Solsona, Jorge
    Garcia, Guillermo
    [J]. IECON 2008: 34TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, VOLS 1-5, PROCEEDINGS, 2008, : 1326 - +
  • [2] Estimation of sensor faults and unknown disturbance in current measurement circuits for PMSM drive system
    Huang, Gang
    Fukushima, Edwardo F.
    She, Jinhua
    Zhang, Changfan
    He, Jing
    [J]. MEASUREMENT, 2019, 137 : 580 - 587
  • [3] Inverter and Sensor Fault Diagnosis of PMSM Drive System based on Improved WOA-LSTM
    Luo Honglin
    Feng Li
    Yang Rui
    Xu Shuiqing
    Du Kenan
    [J]. PROCEEDINGS OF 2023 INTERNATIONAL CONFERENCE ON WIRELESS POWER TRANSFER, VOL 4, ICWPT 2023, 2024, 1161 : 471 - 478
  • [4] Similarity Analysis-Based Diagnosis Method for Open-Circuit Faults of Inverters in PMSM Drive Systems
    Chen, Tao
    Pan, Yuedou
    [J]. 2020 5TH INTERNATIONAL CONFERENCE ON MATERIALS SCIENCE, ENERGY TECHNOLOGY AND ENVIRONMENTAL ENGINEERING, 2020, 571
  • [5] Structural Analysis for FDI of PMSM Drive System in Electric Vehicles
    Zhang, Jiyu
    Rizzoni, Giorgio
    [J]. 2014 IEEE TRANSPORTATION ELECTRIFICATION CONFERENCE AND EXPO (ITEC) ASIA-PACIFIC 2014, 2014,
  • [6] Performance Analysis of Sensor-based and Sensorless Methods for PMSM Drive
    Singh, Shweta
    Tiwari, A. N.
    Singh, Sri N.
    [J]. RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2020, 13 (03) : 304 - 315
  • [7] Experimental Analysis of the Current Sensor Fault Detection Mechanism Based on Cri Markers in the PMSM Drive System
    Jankowska, Kamila
    Dybkowski, Mateusz
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (19):
  • [8] Experimental Analysis of the Current Sensor Fault Detection Mechanism Based on Neural Networks in the PMSM Drive System
    Jankowska, Kamila
    Dybkowski, Mateusz
    [J]. ELECTRONICS, 2023, 12 (05)
  • [9] Open-Switch and Current Sensor Fault Diagnosis Strategy for Matrix Converter-Based PMSM Drive System
    Dan, Hanbing
    Yue, Wei
    Xiong, Wenjing
    Liu, Yonglu
    Su, Mei
    Sun, Yao
    [J]. IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2022, 8 (01): : 875 - 885
  • [10] FAULT DIAGNOSIS FOR PMSM DRIVE SYSTEM IN ELECTRIC VEHICLE
    Zhang, Jiyu
    Rizzoni, Giorgio
    Cordoba-Arenas, Andrea
    [J]. 7TH ANNUAL DYNAMIC SYSTEMS AND CONTROL CONFERENCE, 2014, VOL 2, 2014,