Validating Designs Through Sequential Simulation-Based Optimization

Computational simulation models support a rapid design process. Given model approximation and operating conditions uncertainty, designers must have confidence that the designs obtained using simulations will perform as expected. This paper presents a methodology for validating designs as they are ge...

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Hauptverfasser: Li, Jing, Mourelatos, Zissimos P., Kokkolaras, Michael, Papalambros, Panos Y., Gorsich, David J.
Format: Tagungsbericht
Sprache:eng
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Zusammenfassung:Computational simulation models support a rapid design process. Given model approximation and operating conditions uncertainty, designers must have confidence that the designs obtained using simulations will perform as expected. This paper presents a methodology for validating designs as they are generated during a simulation-based optimization process. Current practice focuses on validation of simulation models throughout the entire design space. In contrast, the proposed methodology requires validation only at design points generated during optimization. The goal of such validation is confidence in the resulting design rather than in the underlying simulation model. The proposed methodology is illustrated on a simple cantilever beam design subject to vibration
DOI:10.1115/DETC2010-28431