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Real-Time Implementation of Wavelet Packet Transform-Based Diagnosis and Protection of Three-Phase Induction Motors | IEEE Journals & Magazine | IEEE Xplore

Real-Time Implementation of Wavelet Packet Transform-Based Diagnosis and Protection of Three-Phase Induction Motors


Abstract:

This paper presents a real-time implementation of an online protection technique for induction motor fault detection and diagnosis. The protection system utilizes a wavel...Show More

Abstract:

This paper presents a real-time implementation of an online protection technique for induction motor fault detection and diagnosis. The protection system utilizes a wavelet packet transform (WPT)-based algorithm for detecting and diagnosing various disturbances occurring in three-phase induction motors. The criterion for the detection is the comparison of the coefficients of the WPT of line currents using a mother wavelet at the second level of resolution with a threshold determined experimentally during the healthy condition of the motor. The algorithm is implemented in real-time using the Texas Instrument TMS320C31 32-b floating-point digital signal processor with the help of object-oriented programming. The proposed technique is tested on two three-phase induction motors. The online test results give a response signal at the instant or within one cycle of disturbance in all cases of investigated faults. In addition, the algorithm is also tested during no load and full load operating conditions of the motor.
Published in: IEEE Transactions on Energy Conversion ( Volume: 22, Issue: 3, September 2007)
Page(s): 647 - 655
Date of Publication: 20 August 2007

ISSN Information:


I. Introduction

The induction motor is one of the single most common electromechanical energy conversion devices. It is widely used in domestic, commercial, and industrial motion control devices and systems. An induction motor is considered inherently reliable due to its robust and relatively simple design [1], [2]. However, it faces various stresses during operating conditions. These stresses might lead to many modes of failures. Hence, the condition monitoring becomes necessary in order to avoid catastrophic failures [3]–[5]. Intensive research has been conducted to develop and implement reliable techniques for fault diagnosis in induction motors. In general, most of the conducted research concentrates on faults in three major components of any induction motor, which are stator windings, rotor windings/bars, and bearings. The research [6] conducted by the IEEE and the Electrical Power Research Institute showed stator faults to be responsible for 37% of total failures in induction motors. These faults are usually related to insulation failures. In common practice, they are generally known as phase-to-ground or phase-to-phase faults. Actually these faults start as undetected turn-to-turn faults that finally grow and cumulate into major ones [7].

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