A Simple and Efficient Current-Based Method for Interturn Fault Detection in BLDC Motors

被引:28
作者
Jafari, Ahmad [1 ]
Faiz, Jawad [1 ]
Jarrahi, Mohammad Amin [2 ]
机构
[1] Univ Tehran, Sch Elect & Comp Engn, Coll Engn, Ctr Excellence Appl Elect Syst, Tehran 1417466191, Iran
[2] Shiraz Univ, Sch Elect & Com puter Engn, Shiraz 6115471348, Iran
关键词
Brushless direct current (BLDC) motor; interturn fault; modal current;
D O I
10.1109/TII.2020.3009867
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fault diagnosis of brushless direct current (BLDC) motors has recently gained much attention. Interturn faults in BLDC motor distort three-phase currents waveforms, leading to an asymmetrical condition. In this article, we introduce a simple and efficient method to detect interturn faults based on one modal current and four different simple indices. The modal current is derived by proper linear mixing of measured three-phase currents. Following the initial processing of the modal current, three main indices, including moving mean, variance, and signal energy, are obtained in parallel. Also, an auxiliary correlation-based index is suggested to enhance the method for discrimination of faulty conditions from healthy ones. The fault detection is made by passing at least two main indices (out of three indices), and also an auxiliary index from a predefined threshold. The proposed technique is evaluated under different loads, speeds, and fault severities in two different datasets: data from a simulated motor in Maxwell finite element package, and a real four-pole motor. Moreover, the method is compared with other methods from different aspects. The results confirm a high accuracy and quick fault detection in the proposed approach.
引用
收藏
页码:2707 / 2715
页数:9
相关论文
共 18 条
[1]   Detection of stator short circuits in VSI-fed brushless DC motors using wavelet transform [J].
Awadallah, MA ;
Morcos, MM ;
Gopalakrishnan, S ;
Nehl, TW .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2006, 21 (01) :1-8
[2]   Detection of stator short circuits in VSI-fed brushless DC motors using wavelet transform [J].
Awadallah, MA ;
Morcos, MM ;
Gopalakrishnan, S ;
Nehl, TW .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2006, 21 (01) :1-8
[3]   Diagnosis of stator short circuits in brushless DC motors by monitoring phase voltages [J].
Awadallah, MA ;
Morcos, MM .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2005, 20 (01) :246-247
[4]   ANFIS-based diagnosis and location of stator interturn faults in PM brushless dc motors [J].
Awadallah, MA ;
Morcos, MM .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2004, 19 (04) :795-796
[5]   Interturn Fault Diagnosis in Brushless Direct Current Motors - A Review [J].
Faiz, Jawad ;
Jafari, Ahmad .
2018 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY (ICIT), 2018, :437-444
[7]   Fast Current-Only Based Fault Detection Method in Transmission Line [J].
Jarrahi, Mohammad Amin ;
Samet, Haidar ;
Ghanbari, Teymoor .
IEEE SYSTEMS JOURNAL, 2019, 13 (02) :1725-1736
[8]   Modal Current and Cumulative Sum Based Fault Detection Approach in Transmission Lines [J].
Jarrahi, Mohammad Amin ;
Samet, Haidar .
INTERNATIONAL JOURNAL OF EMERGING ELECTRIC POWER SYSTEMS, 2018, 19 (06)
[9]   Transient Analysis of Irreversible Demagnetization of Permanent-Magnet Brushless DC Motor With Interturn Fault Under the Operating State [J].
Kim, Kyung-Tae ;
Lee, Yoon-Seok ;
Hur, Jin .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2014, 50 (05) :3357-3364
[10]  
Kim KT, 2013, IEEE ENER CONV, P3534, DOI 10.1109/ECCE.2013.6647166