A Novel Optimization Method for Nonconvex Quadratically Constrained Quadratic Programs

被引:3
|
作者
Jiao, Hongwei [1 ]
Chen, Yong-Qiang [2 ]
Cheng, Wei-Xin [2 ]
机构
[1] Henan Inst Sci & Technol, Sch Math Sci, Xinxiang 453003, Peoples R China
[2] Henan Normal Univ, Coll Math & Informat Sci, Xinxiang 453007, Peoples R China
基金
中国国家自然科学基金;
关键词
GLOBAL OPTIMIZATION; BOUND ALGORITHM; RELAXATION; VARIABLES;
D O I
10.1155/2014/698489
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper presents a novel optimization method for effectively solving nonconvex quadratically constrained quadratic programs (NQCQP) problem. By applying a novel parametric linearizing approach, the initial NQCQP problem and its subproblems can be transformed into a sequence of parametric linear programs relaxation problems. To enhance the computational efficiency of the presented algorithm, a cutting down approach is combined in the branch and bound algorithm. By computing a series of parametric linear programs problems, the presented algorithm converges to the global optimum point of the NQCQP problem. At last, numerical experiments demonstrate the performance and computational superiority of the presented algorithm.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] A Decomposition Method for Nonconvex Quadratically Constrained Quadratic Programs
    Sun, Chuangchuang
    Dai, Ran
    [J]. 2017 AMERICAN CONTROL CONFERENCE (ACC), 2017, : 4631 - 4636
  • [2] A RELAXATION METHOD FOR NONCONVEX QUADRATICALLY CONSTRAINED QUADRATIC PROGRAMS
    ALKHAYYAL, FA
    LARSEN, C
    VANVOORHIS, T
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 1995, 6 (03) : 215 - 230
  • [3] AN ITERATIVE RANK PENALTY METHOD FOR NONCONVEX QUADRATICALLY CONSTRAINED QUADRATIC PROGRAMS
    Sun, Chuangchuang
    Dai, Ran
    [J]. SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2019, 57 (06) : 3749 - 3766
  • [4] Convex quadratic relaxations of nonconvex quadratically constrained quadratic programs
    Mitchell, John E.
    Pang, Jong-Shi
    Yu, Bin
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2014, 29 (01): : 120 - 136
  • [5] On the solution existence and stability of quadratically constrained nonconvex quadratic programs
    Nguyen Nang Tam
    Tran Van Nghi
    [J]. OPTIMIZATION LETTERS, 2018, 12 (05) : 1045 - 1063
  • [6] Multiterm polyhedral relaxations for nonconvex, quadratically constrained quadratic programs
    Bao, Xiaowei
    Sahinidis, Nikolaos V.
    Tawarmalani, Mohit
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2009, 24 (4-5): : 485 - 504
  • [7] On the solution existence and stability of quadratically constrained nonconvex quadratic programs
    Nguyen Nang Tam
    Tran Van Nghi
    [J]. Optimization Letters, 2018, 12 : 1045 - 1063
  • [8] A Complementary Cutting Plane Approach for Nonconvex Quadratically Constrained Quadratic Programs
    You, Sixiong
    Wan, Changhuang
    Dai, Ran
    [J]. 2018 IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2018, : 1 - 7
  • [9] Global optimization of a class of nonconvex quadratically constrained quadratic programming problems
    Yong Xia
    [J]. Acta Mathematica Sinica, English Series, 2011, 27 : 1803 - 1812
  • [10] A deterministic global optimization algorithm based on a linearizing method for nonconvex quadratically constrained programs
    Qu, Shao-Jian
    Ji, Ying
    Zhang, Ke-Cun
    [J]. MATHEMATICAL AND COMPUTER MODELLING, 2008, 48 (11-12) : 1737 - 1743