Towards a Generic Interval Solver for Differential-Algebraic CSP
Keywords: initial value problem, Differential-algebraic CSP:Intervals
Abstract
In this paper, we propose an interval constraint programming approach that can handle the differential-algebraic CSP (DACSP), where an instance is composed of real and functional variables (also called dynamic variables or trajectories) together, and differential and/or “static” numerical constraints among those variables. Differential-Algebraic CSP systems can model numerous real-life problems occurring in physics, biology or robotics. We introduce a solver, built upon the Tubex and Ibex interval libraries, that can rigorously approximate the set of solutions of a DACSP system. The solver achieves temporal slicing and a tree search by splitting trajectories domains. Our approach provides a significant step towards a generic interval CP solver for DACSP that has the potential to handle a large variety of constraints. First experiments highlight that this solver can tackle interval Initial Value Problems (IVP), Boundary Value Problems (BVP) and integro-differential equations.
Más información
Editorial: | Springer, Cham |
Fecha de publicación: | 2020 |
Año de Inicio/Término: | 07 September 2020 |
Página de inicio: | 548 |
Página final: | 565 |
Idioma: | Inglés |
URL: | https://link.springer.com/chapter/10.1007/978-3-030-58475-7_32 |