Robust Convex Quadratically Constrained Programs (2002)
| Venue: | Mathematical Programming |
| Citations: | 12 - 1 self |
BibTeX
@ARTICLE{Goldfarb02robustconvex,
author = {D. Goldfarb and G. Iyengar},
title = {Robust Convex Quadratically Constrained Programs},
journal = {Mathematical Programming},
year = {2002},
volume = {97},
pages = {495--515}
}
OpenURL
Abstract
In this paper we study robust convex quadratically constrained programs, a subset of the class of robust convex programs introduced by Ben-Tal and Nemirovski [4]. Unlike [4], our focus in this paper is to identify uncertainty structures that allow the corresponding robust quadratically constrained programs to be reformulated as second-order cone programs. We propose three classes of uncertainty sets that satisfy this criterion and present examples where these classes of uncertainty sets are natural. 1 Problem formulation A generic quadratically constrained program (QCP) is defined as follows.







