DocumentCode :
2579412
Title :
Synthesis of stabilizing model predictive controllers via canonical piecewise affine approximations
Author :
Bemporad, Alberto ; Oliveri, Alberto ; Poggi, Tomaso ; Storace, Marco
Author_Institution :
Dept. of Mech. & Struct. Eng., Univ. of Trento, Trento, Italy
fYear :
2010
fDate :
15-17 Dec. 2010
Firstpage :
5296
Lastpage :
5301
Abstract :
This paper proposes the use of canonical piecewise affine (PWA) functions for the approximation of linear MPC controllers over a regular simplicial partition of a given set of states of interest. Analysis tools based on the construction of PWA Lyapunov functions are provided for certifying the asymptotic stability of the resulting closed-loop system. The main advantage of the proposed controller synthesis approach is that the resulting stabilizing approximate MPC controller can be implemented on chip with sampling times in the order of tens of nanoseconds.
Keywords :
Lyapunov methods; approximation theory; asymptotic stability; closed loop systems; control system synthesis; linear systems; piecewise linear techniques; predictive control; sampling methods; Lyapunov functions; asymptotic stability; canonical piecewise affine approximation; closed loop system; controller synthesis; linear MPC controllers; model predictive controller stabilization; Function approximation; Lyapunov method; Piecewise linear approximation; Silicon; Trajectory; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location :
Atlanta, GA
ISSN :
0743-1546
Print_ISBN :
978-1-4244-7745-6
Type :
conf
DOI :
10.1109/CDC.2010.5717868
Filename :
5717868
Link To Document :
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