Title
Efficient solution of a qp optimization problem with zonotopic constraints.
Abstract
In this paper we analyze the advantages of describing the constraint set of a constrained optimization problem by an (inner-approximating) zonotope. We compare this with the usual polytopic description and note that by using the generator description characterizing zonotopes we can exploit their special structure in order to obtain a simpler formulation of the optimization problem. We test the results on a typical MPC setting and observe the improvements.
Year
DOI
Venue
2012
10.1109/CCA.2012.6402730
CCA
Keywords
Field
DocType
approximation theory,computational geometry,predictive control,quadratic programming,set theory,MPC setting,constrained optimization problem,constraint set,generator description characterizing zonotopes,inner-approximating zonotope,polytopic description,qp optimization problem,zonotopic constraints
Set theory,Mathematical optimization,Computer science,Model predictive control,Computational geometry,Approximation theory,Exploit,Constrained optimization problem,Quadratic programming,Optimization problem
Conference
ISSN
Citations 
PageRank 
1085-1992
0
0.34
References 
Authors
3
2
Name
Order
Citations
PageRank
Florin Stoican19515.86
Morten Hovd28216.07