An algorithm based on kriging statistical interpolation for computing the surrogate response of a Finite Element model is presented. The interpolation model is calibrated via computation of Finite Element responses at a set of random occurrences of a material parameter. Such random generation concentrates at locations where the numerical model requires a higher amount of data to get the desired accuracy. As a model problem a standard fracture propagation test is analyzed. The proposed procedure is shown to be robust and accurate since responses obtained via a direct computation and use of the surrogate model turn out to be undistinguishable.
Use of kriging to surrogate finite element models of bonded double cantilever beams / Sessa, Salvatore; Valoroso, Nunziante. - (2015). ( 12th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP 2012 Vancouver, BC, Canada 2015).
Use of kriging to surrogate finite element models of bonded double cantilever beams
SESSA, SALVATORE;VALOROSO, NUNZIANTE
2015
Abstract
An algorithm based on kriging statistical interpolation for computing the surrogate response of a Finite Element model is presented. The interpolation model is calibrated via computation of Finite Element responses at a set of random occurrences of a material parameter. Such random generation concentrates at locations where the numerical model requires a higher amount of data to get the desired accuracy. As a model problem a standard fracture propagation test is analyzed. The proposed procedure is shown to be robust and accurate since responses obtained via a direct computation and use of the surrogate model turn out to be undistinguishable.| File | Dimensione | Formato | |
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2015_ICASP12_Paper_439_Sessa.pdf
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