Search Results for author: Pratik Nag

Found 3 papers, 1 papers with code

Bivariate DeepKriging for Large-scale Spatial Interpolation of Wind Fields

no code implementations16 Jul 2023 Pratik Nag, Ying Sun, Brian J Reich

Large-scale spatial interpolation or downscaling of bivariate wind fields having velocity in two dimensions is a challenging task because wind data tend to be non-Gaussian with high spatial variability and heterogeneity.

Computational Efficiency Gaussian Processes +2

Spatio-temporal DeepKriging for Interpolation and Probabilistic Forecasting

no code implementations20 Jun 2023 Pratik Nag, Ying Sun, Brian J Reich

Gaussian processes (GP) and Kriging are widely used in traditional spatio-temporal mod-elling and prediction.

Gaussian Processes Imputation

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