Induction motor mechanical defect diagnosis using DWT under different loading levels

IF 0.6 Q3 ENGINEERING, MULTIDISCIPLINARY Acta Polytechnica Pub Date : 2023-03-02 DOI:10.14311/ap.2023.63.0001
A. Bouzida, R. Abdelli, Aimad Boudouda
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引用次数: 0

Abstract

The information extraction capability of the widely used signal processing tool, FFT for diagnosing induction machines, is commonly used at a constant load or at different levels. The loading level is a major influencing factor in the diagnostic process when the coupled load and the machine come with natural mechanical imperfections, and at a low load, the mechanical faults harmonics are strongly influenced. In this context, the main objective of this work is the detection of the mechanical faults and the study of the effect of the loading level on the induction motor diagnostic process. We have employed a diagnosis method based on discrete wavelet transform (DWT) for the multi-level decomposition of stator current and extracting the fault’s energy stored over a wide frequency range. The proposed approach has been experimentally tested on a faulty machine with dynamic eccentricity and a shaft misalignment for three loading levels. The proposed method is experimentally tested and the results are provided to verify the effectiveness of the fault detection and to point out the importance of the coupled load.
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不同载荷水平下感应电机机械缺陷的小波变换诊断
用于诊断感应电机的广泛使用的信号处理工具FFT的信息提取能力通常用于恒定负载或不同级别。当耦合负载和机器具有自然机械缺陷时,负载水平是诊断过程中的一个主要影响因素,而在低负载下,机械故障谐波会受到强烈影响。在这种情况下,这项工作的主要目的是检测机械故障,并研究负载水平对感应电机诊断过程的影响。我们采用了一种基于离散小波变换(DWT)的诊断方法来对定子电流进行多级分解,并提取存储在宽频率范围内的故障能量。所提出的方法已经在一台故障机器上进行了实验测试,该机器具有三种负载水平的动态偏心和轴未对准。通过实验验证了该方法的有效性,并指出了耦合负载的重要性。
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来源期刊
Acta Polytechnica
Acta Polytechnica ENGINEERING, MULTIDISCIPLINARY-
CiteScore
1.90
自引率
12.50%
发文量
49
审稿时长
24 weeks
期刊介绍: Acta Polytechnica is a scientific journal published by CTU in Prague. The main title, Acta Polytechnica, is accompanied by the subtitle Journal of Advanced Engineering, which defines the scope of the journal more precisely - Acta Polytechnica covers a wide spectrum of engineering topics, physics and mathematics. Our aim is to be a high-quality multi-disciplinary journal publishing the results of basic research and also applied research. We place emphasis on the quality of all published papers. The journal should also serve as a bridge between basic research in natural sciences and applied research in all technical disciplines. The innovative research results published by young researchers or by postdoctoral fellows, and also the high-quality papers by researchers from the international scientific community, reflect the good position of CTU in the World University Rankings. We hope that you will find our journal interesting, and that it will serve as a valuable source of scientific information.
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