基于改进决策试验评估实验室的系统相关故障重要性分析

IF 1 4区 工程技术 Q4 INSTRUMENTS & INSTRUMENTATION Measurement Science Review Pub Date : 2022-08-05 DOI:10.2478/msr-2022-0027
Yan Xu, Guixiang Shen
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引用次数: 0

摘要

部件之间存在相关故障,给分析系统部件的重要性带来很大困难。如何量化相关故障的影响和评估部件的重要性是当前研究的热点问题之一。本文在假设故障传播服从马尔可夫过程的前提下,将PageRank算法集成到决策试验与评估实验室(DEMATEL)中。在此基础上,研究了影响程度的计算和部件间的影响程度,量化了相关故障的影响,解决了传统DEMATEL中权重系数的主观评价问题。通过解释结构建模法(ISM)和直接关系矩阵相结合的方法验证了其合理性。通过计算中心度和原因度,准确识别出系统相关故障的重要程度,并以数控机床中心相关故障为例进行分析,验证了该方法的有效性。
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Importance Analysis of System Related Fault Based on Improved Decision-Making Trial and Evaluation Laboratory
Abstract The existence of related faults between components brings great difficulties to the analysis of the importance of system components. How to quantify the influence of related faults and evaluate the importance of components is one of the hot issues in current research. In this paper, under the assumption that the fault propagation obeys the Markov process, the PageRank algorithm is integrated into the decision-making trial and evaluation laboratory (DEMATEL). On the basis, the calculation of influencing degree and influenced degree between components is studied to quantify the influence of related faults, and the problem of subjective evaluation of weight coefficient in traditional DEMATEL is solved. The rationality is verified through the method of combining the Interpretative Structural Modeling Method (ISM) and direct relation matrix. The importance of system related faults is identified accurately based on the calculation of center degree and cause degree, and the central-related faults of CNC machine tools are analyzed as an example to verify the effectiveness of the proposed method.
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来源期刊
Measurement Science Review
Measurement Science Review INSTRUMENTS & INSTRUMENTATION-
CiteScore
2.00
自引率
11.10%
发文量
37
审稿时长
4.8 months
期刊介绍: - theory of measurement - mathematical processing of measured data - measurement uncertainty minimisation - statistical methods in data evaluation and modelling - measurement as an interdisciplinary activity - measurement science in education - medical imaging methods, image processing - biosignal measurement, processing and analysis - model based biomeasurements - neural networks in biomeasurement - telemeasurement in biomedicine - measurement in nanomedicine - measurement of basic physical quantities - magnetic and electric fields measurements - measurement of geometrical and mechanical quantities - optical measuring methods - electromagnetic compatibility - measurement in material science
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