Adaptive Mesh Refinements (AMR) & Super Resolution
Research Group: S. Reeves, D. Lee (UCSC)
We develop a new interpolation approach using Gaussian Process Modeling. The approach has been extended to produce high-order accurate interpolation method for configuring computational grids adaptively called adaptive mesh refinements in massively parallel simulations.
Another area of application is to reconstruct high-resolution images based on convolutional neural network (CNN).