Title :
Polytopic outer approximations of semialgebraic sets
Author :
Cerone, Vito ; Piga, Dario ; Regruto, Diego
Author_Institution :
Dipt. di Autom. e Inf., Politec. di Torino, Torino, Italy
Abstract :
This paper deals with the problem of finding a polytopic outer approximation P* of a compact semialgebraic set S ⊆ Rn. The computed polytope turns out to be an approximation of the linear hull of the set S. The evaluation of P* is reduced to the solution of a sequence of robust optimization problems with nonconvex functional, which are efficiently solved by means of convex relaxation techniques. Properties of the presented algorithm and its possible applications in the analysis, identification and control of uncertain systems are discussed.
Keywords :
algebra; approximation theory; optimisation; set theory; uncertain systems; compact semialgebraic set; convex relaxation techniques; linear hull approximation; nonconvex functional; polytopic outer approximations; robust optimization problems; uncertain systems; Approximation algorithms; Approximation methods; Linear programming; Optimization; Polynomials; Robust stability; Robustness;
Conference_Titel :
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4673-2065-8
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2012.6426221