SIMULTANEOUS DIAGONALIZATION OF MATRICES AND ITS APPLICATIONS IN QUADRATICALLY CONSTRAINED QUADRATIC PROGRAMMING

被引:27
作者
Jiang, Rujun [1 ]
Li, Duan [1 ]
机构
[1] Chinese Univ Hong Kong, Dept Syst Engn & Engn Management, Shatin, Hong Kong, Peoples R China
关键词
simultaneous diagonalization; congruence; quadratically constrained quadratic programming; second-order cone programming relaxation; TRUST REGION SUBPROBLEMS; JORDAN NORMAL-FORM; COMPUTATION; PAIRS;
D O I
10.1137/15M1023920
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
An equivalence between attainability of simultaneous diagonalization (SD) and hidden convexity in quadratically constrained quadratic programming (QCQP) stimulates us to investigate necessary and sufficient SD conditions, which is one of the open problems posted by Hiriart-Urruty [SIAM Rev., 49 (2007), pp. 255-273] nine years ago. In this paper we give a necessary and sufficient SD condition for any two real symmetric matrices and offer a necessary and sufficient SD condition for any finite collection of real symmetric matrices under the existence assumption of a semidefinite matrix pencil. Moreover, we apply our SD conditions to QCQP, especially with one or two quadratic constraints, to verify the exactness of its second-order cone programming relaxation and to facilitate the solution process of QCQP.
引用
收藏
页码:1649 / 1668
页数:20
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