Data-Driven Modeling and Scientific Computation: Methods for Complex Systems and Big Data
The scientific computing field has shifted from using numerical solvers which solved equations to employing hybrid systems which combine physical principles with data-driven modeling techniques. The system shift derives from two interrelated problems because high-dimensional multi-scale nonlinear systems require inacce...