The Proceedings of The Computational Mechanics Conference
Online ISSN : 2424-2799
2024.37
Session ID : OS-0703
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Comparison and evaluation of global sensitivity analysis methods for numerical models
*Shotaro HAMATOSeiji TSUTSUMI
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Abstract

This study investigates global sensitivity analysis methods on mathematical models in terms of a tradeoff between computational cost and accuracy. Sobol’ method based on Polynomial Chaos Expansion (PCE-Sobol’), Morris method, and variance analysis with orthogonal tables are applied to a mathematical model of an experimental facility for a space propulsion system. It was found that variance analysis with an orthogonal table is the most efficient for identifying the most sensitive factor with fewer evaluations. Conversely, the PCE-Sobol’ and Morris methods are more suitable for screening sensitive factors with hundreds of evaluations.

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© 2024 The Japan Society of Mechanical Engineers
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