UPDF AI

A Stochastic Collocation Algorithm with Multifidelity Models

A. Narayan,C. J. Gittelson,D. Xiu

2014 · DOI: 10.1137/130929461
SIAM Journal on Scientific Computing · 141 Citations

TLDR

This work presents a numerical method for utilizing stochastic models with differing fideli- ties to approximate parameterized functions, and provides sufficient conditions for convergence, and presents several examples that are of practical interest, including multifidelity approximations and dimensionality reduction.