A Conic Representation of the Convex Hull of Disjunctive Sets and Conic Cuts for Integer Second Order Cone Optimization

被引:19
作者
Belotti, Pietro [1 ]
Goez, Julio C. [2 ,3 ]
Polik, Imre [4 ]
Ralphs, Ted K. [5 ]
Terlaky, Tamas [5 ]
机构
[1] FICO, Xpress Optimizat Team, Birmingham B37 7GN, W Midlands, England
[2] Gerad, Montreal, PQ H3C 3A7, Canada
[3] Ecole Polytech, Montreal, PQ H3C 3A7, Canada
[4] SAS Inst, Cary, NC 27513 USA
[5] Lehigh Univ, Dept Ind & Syst Engn, 200 West Packer Ave, Bethlehem, PA 18015 USA
来源
NUMERICAL ANALYSIS AND OPTIMIZATION, NAO-III | 2015年 / 134卷
关键词
Conic cuts; Mixed integer optimization; Second order cone optimization; MIXED-INTEGER; ALGORITHM;
D O I
10.1007/978-3-319-17689-5_1
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We study the convex hull of the intersection of a convex set E and a disjunctive set. This intersection is at the core of solution techniques for Mixed Integer Convex Optimization. We prove that if there exists a cone K (resp., a cylinder C) that has the same intersection with the boundary of the disjunction as E, then the convex hull is the intersection of E with K (resp., C). The existence of such a cone (resp., a cylinder) is difficult to prove for general conic optimization. We prove existence and unicity of a second order cone (resp., a cylinder), when E is the intersection of an affine space and a second order cone (resp., a cylinder). We also provide a method for finding that cone, and hence the convex hull, for the continuous relaxation of the feasible set of a Mixed Integer Second Order Cone Optimization (MISOCO) problem, assumed to be the intersection of an ellipsoid with a general linear disjunction. This cone provides a new conic cut for MISOCO that can be used in branch- and- cut algorithms for MISOCO problems.
引用
收藏
页码:1 / 35
页数:35
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