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