The stress-strength model is a basic modeling tool in reliability analysis. In simple terms, it considers a component (or a system) with an intrinsic strength Y , which is subjected to a stress X; the component works if and only if Y is greater than X. If stress and strength are regarded as random variables, then the probability that the component works is given by P(X<Y ) and is usually called “reliability parameter”. Statistical independence is usually assumed between the two random variables X and Y : for this case, the literature on this topic is particularly rich. This strong assumption, in fact, makes the calculation and estimation of the reliability parameter R more tractable. However, this hypothesis is not always verified in practice, and this translates into an over- or under-estimation of R. To avoid this drawback, statistical dependence can be introduced and modeled between X and Y , for example resorting to copulas. In some recent works, the problem of computing and estimating R is considered when the stress and strength variables, belonging to the same parametric family of distributions, are linked by a specific copula. In this work, we further consider the computational issues related to this copula approach applied to the stress-strength model, when other families of copulas are selected. A sort of sensitivity analysis is performed in order to assess how the value of the reliability parameter is affected by the choice of the copula binding X and Y together and of its parameters. As a limit case, we consider the situation where no information on the dependence structure of the stress and strength margins is available and try to provide lower and upper bounds for R.

Assessing how the dependence structure affects the reliability parameter of the strength-stress model / A. Barbiero - In: Uncertainty Quantification in Computational Sciences and Engineering / [a cura di] M. Papadrakakis, V. Papadopoulos, G. Stefanou. - [s.l] : Institute of Structural Analysis and Antiseismic Research School of Civil Engineering National Technical University of Athens, 2017. - ISBN 9786188284449. - pp. 640-650 (( Intervento presentato al 2. convegno UNCECOMP tenutosi a Rhodes Island nel 2017 [10.7712/120217.5399.16870].

Assessing how the dependence structure affects the reliability parameter of the strength-stress model

A. Barbiero
2017

Abstract

The stress-strength model is a basic modeling tool in reliability analysis. In simple terms, it considers a component (or a system) with an intrinsic strength Y , which is subjected to a stress X; the component works if and only if Y is greater than X. If stress and strength are regarded as random variables, then the probability that the component works is given by P(X
Settore SECS-S/01 - Statistica
2017
European Community on Computational Methods in Applied Sciences
European Committee on Computational Solids and Structural Mechanics of ECCOMAS
International Association for Structural Safety & Reliability
School of Civil Engineering, National University of Athens
Greek Association for Computational Mechanics
Municipality of Rhodes
Book Part (author)
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/552869
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