This extended abstract is a summary of [4], where a comparison of two methods for the forward uncertainty quantification (UQ) of complex industrial problems is presented.Specifically, the performance of Multi-Index Stochastic Collocation (MISC) and adaptive multi-fidelity Stochastic Radial Basis Functions (SRBF) surrogates is assessed for the UQ of a rollon/roll-off passengers ferry advancing in calm water and subject to two operational uncertainties, namely the ship speed and draught. The CFD simulations needed by both methods are performed by a multi-grid Reynolds Averaged Navier-Stokes solver.
Comparing multi-index stochastic collocation and radial basis function surrogates for ship resistance uncertainty quantification
C Piazzola;L Tamellini;R Pellegrini;R Broglia;A Serani;M Diez
2021
Abstract
This extended abstract is a summary of [4], where a comparison of two methods for the forward uncertainty quantification (UQ) of complex industrial problems is presented.Specifically, the performance of Multi-Index Stochastic Collocation (MISC) and adaptive multi-fidelity Stochastic Radial Basis Functions (SRBF) surrogates is assessed for the UQ of a rollon/roll-off passengers ferry advancing in calm water and subject to two operational uncertainties, namely the ship speed and draught. The CFD simulations needed by both methods are performed by a multi-grid Reynolds Averaged Navier-Stokes solver.File in questo prodotto:
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Descrizione: Comparing Multi-Index Stochastic Collocation and Radial Basis Function Surrogates for Ship Resistance Uncertainty Quantification
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