English

A Parallel in Time Algorithm Based on ParaExp for Optimal Control Problems

Distributed, Parallel, and Cluster Computing 2024-09-06 v2 Numerical Analysis Numerical Analysis

Abstract

We propose a new parallel-in-time algorithm for solving optimal control problems constrained by discretized partial differential equations. Our approach, which is based on a deeper understanding of ParaExp, considers an overlapping time-domain decomposition in which we combine the solution of homogeneous problems using exponential propagation with the local solutions of inhomogeneous problems. The algorithm yields a linear system whose matrix-vector product can be fully performed in parallel. We then propose a preconditioner to speed up the convergence of GMRES in the special cases of the heat and wave equations. Numerical experiments are provided to illustrate the efficiency of our preconditioners.

Keywords

Cite

@article{arxiv.2406.11478,
  title  = {A Parallel in Time Algorithm Based on ParaExp for Optimal Control Problems},
  author = {Felix Kwok and Djahou N Tognon},
  journal= {arXiv preprint arXiv:2406.11478},
  year   = {2024}
}

Comments

63rd IEEE Conference on Decision and Control (CDC), Milan, Italy, 2024