18 citations · 19 across the 5 of their papers we have counts for
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cs.LG2023★ 1 cited
PDE-constrained Gaussian process surrogate modeling with uncertain data locations
Dongwei Ye, Weihao Yan, Christoph Brune +1
Gaussian process regression is widely applied in computational science and engineering for surrogate modeling owning to its kernel-based and probabilistic nature. In this work, we…
cs.CE2023
Data-driven reduced-order modelling for blood flow simulations with geometry-informed snapshots
Dongwei Ye, Valeria Krzhizhanovskaya, Alfons G. Hoekstra
Parametric reduced-order modelling often serves as a surrogate method for hemodynamics simulations to improve the computational efficiency in many-query scenarios or to perform rea…