Symbolic Riccati-Based Exact Solutions and Physics-Informed Neural Network Validation of the (2+1)-Dimensional Chaffee–Infante Equation
A symbolic Riccati sub-equation neural network framework for obtaining exact solutions of the (2 + 1)-dimensional Chaffee–Infante equation is developed, which successfully reproduces the representative kink solution with small numerical errors in the considered parameter regime.