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Log-likelihood maximization and response surface in reliability assessment
Authors:K. Breitung  L. Faravelli
Affiliation:(1) Department of Statistics, University of New South Wales, Kensington, NSW, Australia;(2) Present address: Schellingstrasse 21, D-8000 Munich, Germany;(3) Department of Structural Mechanics, University of Pavia, Pavia, Italy
Abstract:
Nonlinear dynamics problems can generally be solved only in a numerical way. This prevents from a direct application of standard reliability methods. A technique which makes use of iterated response-surface analytical approximations of the system performance function was therefore proposed in view of reliability assessment. The limitation of this technique was of working in a standard normalized space, so that appropriate space transformations are preliminarly required.This paper shows how this response-surface iterative scheme can also be used in the original space of the random variables, provided a maximum log-likelihood constrained optimization problem is solved. Moreover, asymptotic theory also provides a better estimate of the probability of failure of the dynamical system against any assigned limit state.
Keywords:Hysteretic oscillator  maximum likelihood  reliability  response surface  stochastic dynamics
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