Life Assessment for Motorized Spindle with Zero Traumatic Failure Data Based on Subdistribution Competing Risk Model

Author:

Zhang Yingzhi12ORCID,Zhou Yutong12,Chen Bingkun12ORCID,Zhang Han12

Affiliation:

1. Key Laboratory of Reliability of CNC Equipment, Ministry of Education, Changchun 130022, China

2. School of Mechanical and Aerospace Engineering, Jilin University, Changchun 130022, China

Abstract

Considering the influence of performance degradation on a product’s traumatic failure, under the condition that only degradation data are observed and no traumatic failure data are observed, this paper proposes a subdistribution competing risk model to achieve a motorized spindle life assessment. This paper assumes that the failure rate ratio of the tested products does not change with time under different stress levels. Basic reliability with zero traumatic failure data is modeled by a unilateral confidence limit method under a two-parameter Weibull distribution. Performance degradation data are taken as covariates. The regression coefficients of the covariates are calculated by SPSS software. Then, a subdistribution competing risk model is constructed, which reflects the dependency relationship between reliability and performance degradation, and the product’s reliability life can be evaluated accordingly. The correctness and advantages of the model built in this paper are verified by a case analysis combined with the performance degradation information of a motorized spindle.

Funder

Jilin Province Science and Technology Development Plan Project

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Reference40 articles.

1. Reliability assessment for very few failure data and zero-failure data;Jia;J. Mech. Eng. Sci.,2016

2. Reliability assessment of high-quality and long-life products based on zero-failure data;Li;Qual. Reliab. Eng. Int.,2019

3. Reliability Estimation for Zero-Failure Data Based on Confidence Limit Analysis Method;Li;Math. Probl. Eng.,2020

4. Weibull parameter estimation and reliability analysis with zero-failure data from high-quality products;Zhang;Reliab. Eng. Syst. Saf.,2021

5. Method of reliability analysis for time truncated zero-failure data based on Weibull distribution;Fu;J. Aerosp. Power.,2010

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