Title :
Performance driven reachability analysis for optimal scheduling and control of hybrid systems
Author :
Bemporad, A. ; Giovanardi, L. ; Torrisi, F.D.
Author_Institution :
Autom. Control Lab., Swiss Federal Inst. of Technol., Switzerland
Abstract :
We deal with the optimal control problem for piecewise linear and hybrid systems by using a computational approach based on performance-driven reachability analysis. The idea consists of coupling a reach-set exploration algorithm, essentially based on a repetitive use of linear programming, to a quadratic programming solver which selectively drives the exploration. In particular, an upper bound on the optimal cost is continually updated during the procedure, and used as a criterion to discern non-optimal evolutions and to prevent their exploration. The result is an efficient strategy of branch-and-bound nature, which is especially attractive for solving long-horizon hybrid optimal control and scheduling problems
Keywords :
computational complexity; linear programming; nonlinear systems; optimal control; quadratic programming; reachability analysis; NP hard problem; branch-and-bound; hybrid systems; linear programming; optimal control; piecewise linear systems; quadratic programming; reachability analysis; scheduling; upper bound; Control systems; Dynamic scheduling; Job shop scheduling; Laboratories; Linear programming; Optimal control; Optimal scheduling; Performance analysis; Piecewise linear techniques; Reachability analysis;
Conference_Titel :
Decision and Control, 2000. Proceedings of the 39th IEEE Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7803-6638-7
DOI :
10.1109/CDC.2000.912899