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On-line Survival Analysis of Power Electronic Converters Using Step Noise-Cox Processes

2015/07/10 by Pourya Shamsi, Shamsi, Pourya
Engineering · #Electromagnetic Compatibility and Noise Suppression #FOS: Electrical engineering #Low-power high-performance VLSI design #Machine Fault Diagnosis Techniques #Systems and Control (eess.SY) #electronic engineering #information engineering

paper · pdf · doi:10.48550/arxiv.1507.06000

openalex publication_date 2015/07/10 · openalex created_date 2025/10/10 · openalex updated_date 2026/08/01

Abstract

This paper is focused on survival analysis of electrical components. The main goal of this paper is to develop a method for on-line estimation of the Mean Time To Failure (MTTF) of electrical components under dynamic stress levels. The proposed method models the variations of the stress levels as a stochastic process. Hence, a stochastic failure rate function can be developed for each electrical component. Later, this function is used as the underlying rate of a doubly stochastic Poisson process (known as Cox processes). Furthermore, this Cox process is used for on-line estimation of the Mean Residual Life (MRL) using the observed stress levels. The proposed method provides a good estimate of the age and life expectancy of each component. An experimental case study is provided to demonstrate the proposed method.

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