Stator winding fault detection of induction motors using fast Fourier transform on rotor slot harmonics and least square analysis of the Park's vectors

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2023-11-22 DOI:10.1049/elp2.12394
Teymoor Ghanbari, Abbas Mehraban
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Abstract

An efficient method for the detection of the stator winding faults (SWFs) of induction motors was dealt based on Park's vector of rotor slot harmonics (RSHs). The induced harmonic voltages of the RSHs in the stator windings are the supreme signatures for fault detection, which can be monitored in the motor currents. Using such a signature, unbalanced supply voltage and stator windings fault situations could be segregated straightforwardly. On the other hand, despite some merits, Park's vector analysis-based methods suffer from low sensitivity and unreliability in the case of low-severity faults. To have the advantages of both methods while tackling the shortcomings, Park's vector approach and the RSH signatures are combined in the proposed method. The RSHs are extracted using the fast Fourier transform method and the least squared approach is employed for pattern recognition. Different experimental results under various scenarios, even in the case of low severity faults, confirm that the locus of Park's vector is an elliptical shape in SWFs, while it is shapeless in other cases, such as healthy and unbalanced supply voltage cases.

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利用转子槽谐波的快速傅里叶变换和帕克矢量的最小平方分析检测感应电动机的定子绕组故障
基于 Park 的转子槽谐波(RSH)矢量,提出了一种检测感应电机定子绕组故障(SWF)的有效方法。定子绕组中 RSHs 的感应谐波电压是故障检测的最高特征,可在电机电流中监测到。利用这种特征,可以直接区分不平衡电源电压和定子绕组故障情况。另一方面,Park 基于矢量分析的方法尽管有一些优点,但在低严重性故障情况下灵敏度低且不可靠。为了兼具这两种方法的优点,同时解决其缺点,Park 的矢量方法和 RSH 签名被结合到所提出的方法中。使用快速傅立叶变换方法提取 RSH,并采用最小平方法进行模式识别。各种情况下的不同实验结果(即使是低严重性故障)证实,在 SWF 中,Park's 向量的位置是椭圆形的,而在其他情况下,如健康和不平衡电源电压情况下,它是无形的。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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