TY - GEN
T1 - The max-plus finite element method for optimal control problems
T2 - 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05
AU - Akian, Marianne
AU - Gaubert, Stéphane
AU - Lakhoua, Asma
PY - 2005/12/1
Y1 - 2005/12/1
N2 - 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+Δx(δ)-1, where δ and Δx 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.
AB - 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+Δx(δ)-1, where δ and Δx 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.
U2 - 10.1109/CDC.2005.1582872
DO - 10.1109/CDC.2005.1582872
M3 - Conference contribution
AN - SCOPUS:33847179452
SN - 0780395689
SN - 9780780395688
T3 - Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05
SP - 4505
EP - 4510
BT - Proceedings of the 44th IEEE Conference on Decision and Control, and the European Control Conference, CDC-ECC '05
Y2 - 12 December 2005 through 15 December 2005
ER -