IGBT Fault Detection for Three Phase Motor Drives using Neural Networks

被引：0

作者：

Alavi, Marjan ^{[1
,2
]}

Luo, Ming ^{[1
]}

Wang, Danwei ^{[2
]}

Bai, Haonan ^{[2
]}

机构：

[1] Singapore Inst Mfg Technol, 71 Nanyang Dr, Singapore 638075, Singapore

[2] Nanyang Technol Univ, Singapore 639798, Singapore

来源：

2012 IEEE 17TH CONFERENCE ON EMERGING TECHNOLOGIES & FACTORY AUTOMATION (ETFA) | 2012年

关键词：

DIAGNOSIS;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Motor drives are widely used in industry for controlling the speed of three phase AC motors. Faults in motor drives degrade motor performance and can cause catastrophic failures. IGBT (Insulated Gate Bipolar Transistor) switch faults are one of the main roots of electrical faults in inverters and motor drives. In this paper, a method based on neural network is implemented to detect and isolate switch faults in a three phase voltage source inverter. Only the output signals of the inverter are monitored. The entropy of the phase current and voltage is selected as the switch fault feature. Single and multiple short and open circuit switch faults are isolable with this method.

引用

页数：8

共 19 条

[11]

Masrur M.A., 2007, PROC IEEE GEN M POWE, P1

[12] Intelligent diagnosis of open and short circuit faults in electric drive inverters for real-time applications [J].

Masrur, M. Abul ;

Chen, Z. ;

Murphey, Y. .

IET POWER ELECTRONICS, 2010, 3 (02) :279-291

[13] Automotive fault, diagnosis - Part II: A distributed agent diagnostic system [J].

Murphey, YL ;

Crossman, JA ;

Chen, ZH ;

Cardillo, J .

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2003, 52 (04) :1076-1098

[14] Monitoring and diagnosis of induction motors electrical faults using a current Park's vector pattern learning approach [J].

Nejjari, H ;

Benbouzid, ME .

IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2000, 36 (03) :730-735

[15] Fault detection of open-switch damage in voltage-fed PWM motor drive systems [J].

Ribeiro, RLD ;

Jacobina, CB ;

da Silva, ERC ;

Lima, AMN .

IEEE TRANSACTIONS ON POWER ELECTRONICS, 2003, 18 (02) :587-593

[16] Open-Transistor Fault Diagnostics in Voltage-Source Inverters by Analyzing the Load Currents [J].

Sleszynski, Wojciech ;

Nieznanski, Janusz ;

Cichowski, Artur .

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2009, 56 (11) :4681-4688

[17]

Yang W., 2000, POWER CONSTRUCTION, P17

[18] A New Neural-Network-Based Fault Diagnosis Approach for Analog Circuits by Using Kurtosis and Entropy as a Preprocessor [J].

Yuan, Lifen ;

He, Yigang ;

Huang, Jiaoying ;

Sun, Yichuang .

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2010, 59 (03) :586-595

[19]

Zurada J., 1992, Introduction to Artificial Neural Systems

← 1 2 →