Fault Diagnosis of Rotating Machinery based on the Minutiae Algorithm

IF 16.4 1区化学 Q1 CHEMISTRY, MULTIDISCIPLINARY

Accounts of Chemical Research Pub Date : 2023-10-13 DOI:10.48084/etasr.6175

Shyam Mogal, Sudhanshu Deshmukh, Sopan Talekar

引用次数: 0

Abstract

Rotary machinery plays an important role in industry. Combined faults can be observed in rotating machinery, making fault classification difficult. In this paper, the Minutiae algorithm is used to classify the faults from the frequency domain of a particular fault. This paper provides a fault classification technique based on image processing for fault analysis of rotating machinery, recognizing function extraction automatically. Minutiae algorithm, a rising method within the discipline of image processing for characteristic extraction, is utilized in this paper to classify specific faults from the converted recurrence plot. The results reveal the effectiveness of the proposed method, providing a rather powerful tool for fault diagnosis of rotating machinery. The proposed model achieved an accuracy of 100% for combined faults, 98.33% for loosened faults, and 95% for unbalanced faults proving its applicability.

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基于细点算法的旋转机械故障诊断

旋转机械在工业中起着重要作用。旋转机械存在组合故障，给故障分类带来困难。本文从特定故障的频域出发，采用微小点算法对故障进行分类。针对旋转机械故障分析，提出了一种基于图像处理的故障分类技术，自动提取识别函数。本文利用图像处理学科中的一种新兴的特征提取方法——细节算法，从转换后的递归图中对特定故障进行分类。实验结果表明了该方法的有效性，为旋转机械的故障诊断提供了一个有力的工具。该模型对组合故障、松散故障和不平衡故障的预测精度分别达到100%、98.33%和95%，证明了该模型的适用性。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

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.