Deep learning neural networks for the third-order nonlinear Schrödinger equation: bright solitons, breathers, and rogue waves

Zijian Zhou,Zhenya Yan

Figure 1. The PINN scheme solving the Hirota equation (2) with the initial and boundary conditions, where the activation function ${ \mathcal T }=\tanh (\cdot )$.