E. Kobayashi

Multi-Resolution Convolutional Dictionary Learning for Riverbed Dynamics Modeling

This work proposes a novel formulation of convolutional-sparse-coded dynamic mode decomposition (CSC-DMD) incorporating a deep learning framework. CSC-DMD is a high-dimensional data analysis method with a convolutional synthesis dictionary and applicable to analyze dynamics such as seismic motions a…