TY - GEN
T1 - Convergence analysis of the Max-Plus Finite Element Method for Solving Deterministic Optimal Control Problems
AU - Akian, Marianne
AU - Gaubert, Stéphane
AU - Lakhoua, Asma
PY - 2008/1/1
Y1 - 2008/1/1
N2 - 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 δ+Delta;x(δ)-1 or √δ+Δx(δ)-1, depending on the choice of the approximation, where δ and Δx are, respectively, the time and space discretization steps. We give numerical examples in dimension 2.
AB - 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 δ+Delta;x(δ)-1 or √δ+Δx(δ)-1, depending on the choice of the approximation, where δ and Δx are, respectively, the time and space discretization steps. We give numerical examples in dimension 2.
U2 - 10.1109/CDC.2008.4739501
DO - 10.1109/CDC.2008.4739501
M3 - Conference contribution
AN - SCOPUS:62949177832
SN - 9781424431243
T3 - Proceedings of the IEEE Conference on Decision and Control
SP - 927
EP - 934
BT - Proceedings of the 47th IEEE Conference on Decision and Control, CDC 2008
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 47th IEEE Conference on Decision and Control, CDC 2008
Y2 - 9 December 2008 through 11 December 2008
ER -