Second-Order Cone Representation for Convex Sets in the Plane

被引:3
|
作者
Scheiderer, Claus [1 ]
机构
[1] Univ Konstanz, Fachbereich Math & Stat, D-78457 Constance, Germany
关键词
semidefinite representations; second-order cone representations; semidefinite extension degree;
D O I
10.1137/20M133717X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Semidefinite programming (SDP) is the task of optimizing a linear function over the common solution set of finitely many linear matrix inequalities (LMIs). For the running time of SDP solvers, the maximal matrix size of these LMIs is usually more critical than their number. The semidefinite extension degree sxdeg(K) of a convex set K subset of R-n is the smallest number d such that K is a linear image of a finite intersection S-1 boolean AND...boolean AND S-N, where each Si is a spectrahedron defined by a linear matrix inequality of size <= d. Thus sxdeg(K) can be seen as a measure for the complexity of performing semidefinite programs over the set K. We give several equivalent characterizations of sxdeg(K) and use them to prove our main result: sxdeg(K) <= 2 holds for any closed convex semialgebraic set K subset of R-2. In other words, such K can be represented using the second-order cone.
引用
收藏
页码:114 / 139
页数:26
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