Soliton profiles: Classical Numerical Schemes vs. Neural Network - Based Solvers

Chandler Haight, Svetlana Roudenko, Zhongming Wang

We present a comparative study of classical numerical solvers, such as Petviashvili's method or finite difference with Newton iterations, and neural network-based methods for compu…