Publication detail

Identification of critical samples of stochastic processes towards feasible structural reliability applications

PODROUŽEK, J. BUCHER, C. DEODATIS, G.

Original Title

Identification of critical samples of stochastic processes towards feasible structural reliability applications

Type

journal article in Web of Science

Language

English

Original Abstract

This paper contributes to the structural reliability problem by presenting a novel approach that enables for identification of stochastic oscillatory processes as a critical input for given mechanical models. The proposed method is based on a graphical representation of such processes utilizing state of the art image processing and pattern recognition techniques, leading to a set of finite rules that consistently identifies those realizations of stochastic processes that would lead to a critical response of a given mechanical model. To examine the validity of the suggested method, large sets of realizations of artificial non-stationary processes were generated from known models, several criteria for critical response were formulated and the results were statistically evaluated. The promising results suggest important applications that would dramatically decrease computational costs e.g. in the field of probabilistic seismic design. Further examination may lead to a formulation of a new class of importance sampling techniques.

Keywords

Critical excitation; Identification problem; Image processing; Importance sampling; Pattern recognition; Reliability analysis; Stochastic process

Authors

PODROUŽEK, J.; BUCHER, C.; DEODATIS, G.

RIV year

2015

Released

8. 1. 2015

Publisher

Elsevier Ltd.

Location

Holandsko

ISBN

0167-4730

Periodical

Structural Safety

Year of study

47

Number

2

State

Kingdom of the Netherlands

Pages from

39

Pages to

47

Pages count

9

BibTex

@article{BUT119189,
  author="Jan {Podroužek} and Christian {Bucher} and George {Deodatis}",
  title="Identification of critical samples of stochastic processes towards feasible structural reliability applications",
  journal="Structural Safety",
  year="2015",
  volume="47",
  number="2",
  pages="39--47",
  issn="0167-4730"
}