Engineering Optimization · 2018 · 27 citations · 38 references
EngineeringComputational EngineeringDesignDesign OptimizationOptimizationUncertainty QuantificationNumerical AlgorithmsOptimization-based DesignReliabilityReliability ModelingReliability-based DesignReliable System DesignAccuracyAccuracy-computational Cost TradeoffDesign Under UncertaintyDeterministic OptimizationDeterministic Reliability AnalysisReliability Index AnalysisReliability OptimizationSaddlepoint Approximations
Sequential optimization and reliability analysis (SORA) is an efficient approach to reliability-based design (RBD). It decouples the double-loop structure of RBD into a serial cycle of deterministic optimization and reliability analysis. The first order approximation is used in SORA for reliability analysis owing to its good balance between accuracy and efficiency. However, it may result in a large error when a constraint function is highly nonlinear. This study proposes a new numerical method so that second order approximations for the reliability analysis can be used for higher accuracy. To minimize the increased computational cost due to second order approximations, this study also develops an efficient algorithm for searching for an equivalent reliability index with the help of the saddlepoint approximation. The efficiency and accuracy of the proposed method are verified through numerical examples.
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A New Study on Reliability-Based Design Optimization
Jian Tu, Kyung K. Choi, Y. H. Park · Journal of Mechanical Design · 1999 · 984 citations
Journal of Engineering Mechanics
R. Ballarini, Kaspar Willam, Ross B. Corotis et al. · 1983 · 753 citations
Engineering, Civil Engineering, Computational Engineering +17