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Genetic algorithm for chance constrained reliability stochastic optimisation problems - MaRDI portal

Genetic algorithm for chance constrained reliability stochastic optimisation problems (Q2627308)

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Genetic algorithm for chance constrained reliability stochastic optimisation problems
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    Genetic algorithm for chance constrained reliability stochastic optimisation problems (English)
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    31 May 2017
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    Summary: This paper addresses the chance constrained reliability stochastic optimisation problem, in which the objective is to maximise system reliability for the given chance constraints. A problem specific stochastic simulation-based genetic algorithm (GA) is developed for finding optimal redundancy to an \(n\)-stage series system with \(m\)-chance constraints of the redundancy allocation problem. As GA is a proven robust evolutionary optimisation search technique for solving various reliability optimisation problems and the Monte Carlo (MC) simulation, which is a flexible tool for checking feasibility of chance constraints, we have effectively combined GA and MC simulation in the proposed algorithm. The effectiveness of the proposed algorithm is illustrated for a four-stage series system with two chance constraints.
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    redundancy optimisation
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    system reliability
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    stochastic simulation
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    GAs
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    genetic algorithms
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    Monte Carlo simulation
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    redundancy allocation
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    reliability optimisation
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    chance constraints
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