An approach for lifetime reliability analysis using theorem proving
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摘要
Recently proposed formal reliability analysis techniques have overcome the inaccuracies of traditional simulation based techniques but can only handle problems involving discrete random variables. In this paper, we extend the capabilities of existing theorem proving based reliability analysis by formalizing several important statistical properties of continuous random variables like the second moment and the variance. We also formalize commonly used concepts about the reliability theory such as survival, hazard, cumulative hazard and fractile functions. With these extensions, it is now possible to formally reason about important measures of reliability (the probabilities of failure, the failure risks and the mean-time-to failure) associated with the life of a system that operates in an uncertain and harsh environment and is usually continuous in nature. We illustrate the modeling and verification process with the help of examples involving the reliability analysis of essential electronic and electrical system components.
论文关键词:Reliability analysis,Lifetime analysis,Failure rate,Hazard function,Fractile function,Statistical properties,Random variables,Formal methods,Theorem proving,HOL
论文评审过程:Received 1 November 2010, Revised 20 February 2012, Accepted 4 April 2013, Available online 7 June 2013.
论文官网地址:https://doi.org/10.1016/j.jcss.2013.05.002