A Damped Gauss-Newton Method for the Second-Order Cone Complementarity Problem

被引:72
作者
Pan, Shaohua [1 ]
Chen, Jein-Shan [2 ]
机构
[1] S China Univ Technol, Sch Math Sci, Guangzhou 510640, Peoples R China
[2] Natl Taiwan Normal Univ, Dept Math, Taipei 11677, Taiwan
关键词
Second-order cones; Complementarity; Fischer-Burmeister function; B-subdifferential; Generalized Newton method; CONVERGENCE ANALYSIS; SYMMETRIC CONES; MERIT FUNCTION; OPTIMIZATION; ALGORITHMS;
D O I
10.1007/s00245-008-9054-9
中图分类号
O29 [应用数学];
学科分类号
070104 [应用数学];
摘要
We investigate some properties related to the generalized Newton method for the Fischer-Burmeister (FB) function over second-order cones, which allows us to reformulate the second-order cone complementarity problem (SOCCP) as a semismooth system of equations. Specifically, we characterize the B-subdifferential of the FB function at a general point and study the condition for every element of the B-subdifferential at a solution being nonsingular. In addition, for the induced FB merit function, we establish its coerciveness and provide a weaker condition than Chen and Tseng (Math. Program. 104:293-327, 2005) for each stationary point to be a solution, under suitable Cartesian P-properties of the involved mapping. By this, a damped Gauss-Newton method is proposed, and the global and superlinear convergence results are obtained. Numerical results are reported for the second-order cone programs from the DIMACS library, which verify the good theoretical properties of the method.
引用
收藏
页码:293 / 318
页数:26
相关论文
共 26 条
[1]
Second-order cone programming [J].
Alizadeh, F ;
Goldfarb, D .
MATHEMATICAL PROGRAMMING, 2003, 95 (01) :3-51
[2]
On implementing a primal-dual interior-point method for conic quadratic optimization [J].
Andersen, ED ;
Roos, C ;
Terlaky, T .
MATHEMATICAL PROGRAMMING, 2003, 95 (02) :249-277
[3]
[Anonymous], 1997, SIAM J CONTROL OPTIM
[4]
An unconstrained smooth minimization reformulation of the second-order cone complementarity problem [J].
Chen, JS ;
Tseng, P .
MATHEMATICAL PROGRAMMING, 2005, 104 (2-3) :293-327
[5]
Analysis of nonsmooth vector-valued functions associated with second-order cones [J].
Chen, JS ;
Chen, X ;
Tseng, P .
MATHEMATICAL PROGRAMMING, 2004, 101 (01) :95-117
[6]
Cartesian P-property and its applications to the semidefinite linear complementarity problem [J].
Chen, X ;
Qi, HD .
MATHEMATICAL PROGRAMMING, 2006, 106 (01) :177-201
[7]
Complementarity functions and numerical experiments on some smoothing newton methods for second-order-cone complementarity problems [J].
Chen, XD ;
Sun, D ;
Sun, J .
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2003, 25 (1-3) :39-56
[8]
Clarke F. H., 1983, OPTIMIZATION NONSMOO
[9]
A new merit function for nonlinear complementarity problems and a related algorithm [J].
Facchinei, F ;
Soares, J .
SIAM JOURNAL ON OPTIMIZATION, 1997, 7 (01) :225-247
[10]
A nonsmooth inexact Newton method for the solution of large-scale nonlinear complementarity problems [J].
Facchinei, F ;
Kanzow, C .
MATHEMATICAL PROGRAMMING, 1997, 76 (03) :493-512