We propose a universal discontinuity detector using convolution neural network (CNN) and
apply it in conjunction of solving nonlinear conservation laws in both 1D and 2D. The CNN …

Deep learning has been used to handle numerical analysis and scientific computation
problems nowadays. In this dissertation, we represent three projects. We develop …