Trust-Region Methods for Nonlinear Elliptic Equations with Radial Basis Functions
This provides a more efficient and accurate numerical solver for nonlinear elliptic PDEs, which is important for computational science and engineering applications.
The authors developed a trust-region method for solving nonlinear elliptic PDEs using Kansa's method, deriving analytic Jacobian and Hessian formulas. The approach outperformed previous linearization or finite-difference methods on semilinear, quasilinear, and fully nonlinear problems.
We consider the numerical solution of nonlinear elliptic boundary value problems with Kansa's method. We derive analytic formulas for the Jacobian and Hessian of the resulting nonlinear collocation system and exploit them within the framework of the trust-region algorithm. This ansatz is tested on semilinear, quasilinear and fully nonlinear elliptic PDEs (including Plateau's problem, Hele-Shaw flow and the Monge-Ampère equation) with excellent results. The new approach distinctly outperforms previous ones based on linearization or finite-difference Jacobians.