An Interpretable Approach to the Solutions of High-Dimensional Partial Differential Equations

The method transfers the structure of one-dimensional analytical solutions to higher-dimensional forms, then uses genetic programming and automatic differentiation to search for mathematically interpretable solutions that satisfy the governing equations and boundary conditions.