4.6 Article

A Comprehensive Failure Risk Assessment Method of Machining Center Component Based on Topology Analysis

Journal

APPLIED SCIENCES-BASEL
Volume 12, Issue 1, Pages -

Publisher

MDPI
DOI: 10.3390/app12010423

Keywords

machining center; the influence degree of failure mode; topology analysis; propagation failure risk; failure risk assessment

Funding

  1. Jilin Province Science and Technology Development Plan Project [20190302104GX, 101832020DJX037]
  2. Graduate Interdisciplinary Research of Jilin University

Ask authors/readers for more resources

This paper proposes a comprehensive failure risk assessment method of a machining center component based on topology analysis, which considers the topological characteristics of the system and the influence of propagation risks. The Analytic Network Process (ANP) is used to calculate the influence degree of failure modes, and it is combined with component failure mode frequency ratio and failure rate function to calculate independent failure risk. The topological structure and failure probability are used to calculate the failure propagation influence degree, and the component propagation failure risk is then calculated based on this. This method has been demonstrated to be more effective and advanced compared to traditional assessment methods.
The risk assessment of the failure mode of the traditional machining center component rarely considers the topological characteristics of the system and the influence of propagation risks, which makes the failure risk assessment results biased. Therefore, this paper proposes a comprehensive failure risk assessment method of a machining center component based on topology analysis. On the basis of failure mode and cause analysis, considering the correlation of failure modes, Analytic Network Process (ANP) is used to calculate the influence degree of failure modes, and it is combined with component failure mode frequency ratio and failure rate function to calculate independent failure risk. The ANP model of the machining center is transformed into a topological model, and the centrality measurement of network theory is used to analyze the topology of the machining center. The weight of the topological structure index is measured by subjective and objective weighting methods, and then the importance degree of the machining center component is calculated. In this paper, the coupling degree function is introduced to calculate the importance of the connection edge, which is combined with the failure probability to calculate the failure propagation influence degree, and the component propagation failure risk is calculated based on this. Finally, the independent failure risk and the propagation failure risk of the component are integrated to realize the failure risk assessment of the component. Taking a certain type of machining center as an example to illustrate the application, compared with the traditional assessment method, the effectiveness and advancement of the method proposed in this paper have been verified.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.6
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available