Title :
Convergence analysis of the Max-Plus Finite Element Method for Solving Deterministic Optimal Control Problems
Author :
Akian, Marianne ; Gaubert, Stéphane ; Lakhoua, Asma
Author_Institution :
INRIA Saclay, Ecole Polytech., Palaiseau, France
Abstract :
We consider the Max-Plus Finite Element Method for Solving Deterministic Optimal Control Problems, which is a max-plus analogue of the Petrov-Galerkin finite element method. This method, that we introduced in a previous work, relies on a max-plus variational formulation. The error in the sup-norm can be bounded from the difference between the value function and its projections on max-plus and minplus semimodules when the max-plus analogue of the stiffness matrix is exactly known. We derive here a convergence result in arbitrary dimension for approximations of the stiffness matrix relying on the Hamiltonian, and for arbitrary discretization grid. We show that for a class of problems, the error estimate is of order ¿+¿x(¿)-1 or ¿¿+¿x(¿)-1, depending on the choice of the approximation, where ¿ and ¿x are, respectively, the time and space discretization steps. We give numerical examples in dimension 2.
Keywords :
Galerkin method; convergence of numerical methods; finite element analysis; matrix algebra; optimal control; optimisation; Petrov-Galerkin finite element method; convergence analysis; deterministic optimal control problem; matrix algebra; max-plus finite element method; optimisation; Convergence; Dynamic programming; Equations; Finite difference methods; Finite element methods; Lagrangian functions; Optimal control; State-space methods; Testing; Viscosity;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4739501