THE CONVEX HULL OF A QUADRATIC CONSTRAINT OVER A POLYTOPE

被引:12
作者
Santana, Asteroide [1 ]
Dey, Santanu S. [2 ]
机构
[1] Georgia Inst Technol, Atlanta, GA 30332 USA
[2] Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
关键词
convex hull; quadratic function; second-order cone; GLOBAL OPTIMIZATION; CONCAVE ENVELOPES; CUTTING-PLANES; PROGRAMS; RELAXATIONS; CONVEXIFICATION; MONOMIALS; FACETS; BOUNDS;
D O I
10.1137/19M1277333
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A quadratically constrained quadratic program (QCQP) is an optimization problem in which the objective function is a quadratic function and the feasible region is defined by quadratic constraints. Solving nonconvex QCQP to global optimality is a well-known NP-hard problem and a traditional approach is to use convex relaxations and branch-and-bound algorithms. This paper makes a contribution in this direction by showing that the exact convex hull of a general quadratic equation intersected with any bounded polyhedron is second-order cone representable. We present a simple constructive proof and some preliminary applications of this result.
引用
收藏
页码:2983 / 2997
页数:15
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