Title :
The max-plus finite element method for optimal control problems: further approximation results
Author :
Akian, Marianne ; Gaubert, Stephane ; Lakhoua, Asma
Author_Institution :
INRIA, Domaine de Voluceau, 78153 Le Chesnay Cédex, France. Email: marianne.akian@inria.fr
Abstract :
We develop the max-plus finite element method to solve finite horizon deterministic optimal control problems. This method, that we introduced in a previous work, relies on a max-plus variational formulation, and exploits the properties of projectors on max-plus semimodules. We prove here a convergence result, in arbitrary dimension, showing that for a subclass of problems, the error estimate is of order δ+△x(δ)−1, where δ and △x are the time and space steps respectively. We also show how the max-plus analogues of the mass and stiffness matrices can be computed by convex optimization, even when the global problem is non convex. We illustrate the method by numerical examples in dimension 2.
Keywords :
Convergence; Dynamic programming; Finite element methods; Integral equations; Lagrangian functions; Lead; Linearity; Optimal control; State-space methods; Testing;
Conference_Titel :
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN :
0-7803-9567-0
DOI :
10.1109/CDC.2005.1582872