An SQP-type algorithm for nonlinear second-order cone programs

被引:74
作者
Kato, Hirokazu [1 ]
Fukushima, Masao [1 ]
机构
[1] Kyoto Univ, Dept Appl Math & Phys, Grad Sch Informat, Kyoto 6068501, Japan
基金
日本学术振兴会;
关键词
Nonlinear second-order cone programming problem; SQP method; Global convergence; Quadratic convergence;
D O I
10.1007/s11590-006-0009-2
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 [运筹学与控制论]; 12 [管理学]; 1201 [管理科学与工程]; 1202 [工商管理学]; 120202 [企业管理];
摘要
We propose an SQP-type algorithm for solving nonlinear second-order cone programming (NSOCP) problems. At every iteration, the algorithm solves a convex SOCP subproblem in which the constraints involve linear approximations of the constraint functions in the original problem and the objective function is a convex quadratic function. Those subproblems can be transformed into linear SOCP problems, for which efficient interior point solvers are available. We establish global convergence and local quadratic convergence of the algorithm under appropriate assumptions. We report numerical results to examine the effectiveness of the algorithm.
引用
收藏
页码:129 / 144
页数:16
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