DocumentCode
701919
Title
A semi-explicit MPC set-up for constrained piecewise affine systems
Author
Lazar, M. ; Heemels, W.P.M.H.
Author_Institution
Department of Electrical Engineering, Control Systems Group Eindhoven University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
fYear
2003
fDate
1-4 Sept. 2003
Firstpage
695
Lastpage
700
Abstract
Recently quite some effort has been dedicated towards the use of Model Predictive Control (MPC) for regulating discrete-time piecewise affine systems. One of the obstructions for implementation is the high on-line computational load. In this paper we present an approach to reduce the on-line computations by using an algorithm that solves off-line a controllability problem with respect to an invariant target set. The algorithm generates a tree containing minimal discrete events controllable paths to the target set. For an initial state (or a measured state), a controllable path to the target set with a minimal number of discrete events is easily obtained and a resulting ordered sequence of state space regions (sets) is pre-computed; each region corresponds to a single sub-model, part of the piecewise affine system. It is then shown how, under certain assumptions, this controllable path can be used to design a computationally more friendly semi-explicit MPC algorithm for constrained piecewise affine systems. Finally, an example is given for illustration purposes.
Keywords
Aerospace electronics; Algorithm design and analysis; Indexes; Optimal control; Prediction algorithms; Switches; Constraints; Controllable sets; Discrete-time systems; Model predictive control; Piecewise affine systems;
fLanguage
English
Publisher
ieee
Conference_Titel
European Control Conference (ECC), 2003
Conference_Location
Cambridge, UK
Print_ISBN
978-3-9524173-7-9
Type
conf
Filename
7085037
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