Controller complexity reduction for piecewise affine systems through safe region elimination

We consider the class of piecewise affine optimal state feedback control laws applied to discrete-time piecewise affine systems, motivated by recent work on the computation of closed-form MPC controllers. The storage demand and complexity of these optimal closed-form solutions limit their applicability in most real-life situations. In this paper we present a novel algorithm to a posteriori reduce the storage demand and complexity of the closed-form controller without losing closed-loop stability or all time feasibility while guaranteeing a bounded performance decay compared to the optimal solution. The algorithm combines simple polyhedral manipulations with (multi-parametric) linear programming and the effectiveness of the algorithm is demonstrated on a large numerical example.

Published in:
Proceedings of the 46th IEEE Conference on Decision and Control, 4773-4778
Presented at:
46th IEEE Conference on Decision and Control, New Orleans, LA, USA, 12-14 December 2007

Note: The status of this file is: EPFL only

 Record created 2011-10-24, last modified 2019-03-16

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