1990Structural Safety and ReliabilityRequires access

Structural Reliability Assessment Using Latin Hypercube Sampling

Bilal M. Ayyub, Kwan-Ling Lai

Open publisher page 83 citations

Abstract

Many methods have been proposed for structural reliability assessment purposes, such as the First-Order Second-Moment Method, the Advanced Second-Moment Method, computer simulation, etc. Latin Hypercube Sampling is a technique that provides a constrained sampling scheme instead of random sampling according to the direct Monte Carlo Method. The objective of this paper is to suggest simulation algorithms that utilize Latin Hypercube Sampling combined with variance reduction techniques, and compare the results with those methods without selective sampling schemes.

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What this paper is about

Many methods have been proposed for structural reliability assessment purposes, such as the First-Order Second-Moment Method, the Advanced Second-Moment Method, computer simulation, etc. Latin Hypercube Sampling is a technique that provides a constrained sampling scheme instead of random sampling according to the direct Monte Carlo Method. The objective of this paper is to suggest simulation algorithms that utilize Latin Hypercube Sampling combined with variance reduction techniques, and compare the results with those methods without selective sampling schemes.

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OpenAlex reports 83 citations for this work. Citation counts describe recorded attention and do not establish research quality.

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Available abstract

Many methods have been proposed for structural reliability assessment purposes, such as the First-Order Second-Moment Method, the Advanced Second-Moment Method, computer simulation, etc. Latin Hypercube Sampling is a technique that provides a constrained sampling scheme instead of random sampling according to the direct Monte Carlo Method. The objective of this paper is to suggest simulation algorithms that utilize Latin Hypercube Sampling combined with variance reduction techniques, and compare the results with those methods without selective sampling schemes.

Key concepts: Latin hypercube sampling, Sampling (signal processing), Monte Carlo method, Variance reduction, Reliability (semiconductor), Importance sampling, Second moment of area, Moment (physics)

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