Efficient approximation of the solution of certain nonlinear reaction--diffusion equation II: the case of large absorption
Ezequiel Dratman

TL;DR
This paper presents an efficient algorithm for approximating positive stationary solutions of a discretized nonlinear heat equation with large absorption, using a homotopy continuation method with linear complexity.
Contribution
It introduces a novel linear-cost algorithm for approximating solutions of discretized nonlinear reaction-diffusion equations with large absorption.
Findings
Unique solution exists for large enough absorption.
Algorithm computes epsilon-approximations efficiently.
Cost is linear in discretization size and logarithmic in precision.
Abstract
We study the positive stationary solutions of a standard finite-difference discretization of the semilinear heat equation with nonlinear Neumann boundary conditions. We prove that, if the absorption is large enough, compared with the flux in the boundary, there exists a unique solution of such a discretization, which approximates the unique positive stationary solution of the "continuous" equation. Furthermore, we exhibit an algorithm computing an -approximation of such a solution by means of a homotopy continuation method. The cost of our algorithm is {\em linear} in the number of nodes involved in the discretization and the logarithm of the number of digits of approximation required.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsIterative Methods for Nonlinear Equations · Lipid metabolism and disorders · Advanced Numerical Analysis Techniques
