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). (Intervento presentato al convegno 12th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP 2012 tenutosi a Vancouver, BC, Canada nel 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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