Smoothing Newton algorithm for the second-order cone programming with a nonmonotone line search

被引:9
作者
Tang, Jingyong [1 ]
Dong, Li [1 ]
Fang, Liang [2 ]
Zhou, Jinchuan [3 ]
机构
[1] Xinyang Normal Univ, Coll Math & Informat Sci, Xinyang 464000, Peoples R China
[2] Taishan Univ, Coll Math & Syst Sci, Tai An 271021, Shandong, Peoples R China
[3] Shandong Univ Technol, Sch Sci, Dept Math, Zibo 255049, Peoples R China
基金
中国国家自然科学基金;
关键词
Second-order cone programming; Smoothing Newton algorithm; Nonmonotone line search; Convergence; NONLINEAR COMPLEMENTARITY-PROBLEMS; INTERIOR CONTINUATION METHOD; NONSINGULARITY;
D O I
10.1007/s11590-013-0699-1
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The smoothing-type algorithms, which are in general designed based on some monotone line search, have been successfully applied to solve the second-order cone programming (denoted by SOCP). In this paper, we propose a nonmonotone smoothing Newton algorithm for solving the SOCP. Under suitable assumptions, we show that the proposed algorithm is globally and locally quadratically convergent. To compare with the existing smoothing-type algorithms for the SOCP, our algorithm has the following special properties: (i) it is based on a new smoothing function of the vector-valued natural residual function; (ii) it uses a nonmonotone line search scheme which contains the usual monotone line search as a special case. Preliminary numerical results demonstrate that the smoothing-type algorithm using the nonmonotone line search is promising for solving the SOCP.
引用
收藏
页码:1753 / 1771
页数:19
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