A second-order sequential optimality condition for nonlinear second-order cone programming problems

被引:0
作者
Fukuda, Ellen H. [1 ]
Okabe, Kosuke [1 ]
机构
[1] Kyoto Univ, Grad Sch Informat, Sakyo Ku,Yoshida Honmachi, Kyoto, Kyoto 6068501, Japan
基金
日本学术振兴会;
关键词
Optimality conditions; Second-order optimality; Second-order cone programming; Conic optimization; AUGMENTED LAGRANGIAN METHOD; INTERIOR-POINT METHOD; CONVERGENCE; OPTIMIZATION;
D O I
10.1007/s10589-025-00649-0
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
In the last two decades, the sequential optimality conditions, which do not require constraint qualifications and allow improvement on the convergence assumptions of algorithms, had been considered in the literature. It includes the work by Andreani et al. (IMA J Numer Anal 37:1902-1929, 2017), with a sequential optimality condition for nonlinear programming, that uses the second-order information of the problem. More recently, Fukuda et al. (Set-Valued Var Anal 31:15, 2023) analyzed the conditions that use second-order information, in particular for nonlinear second-order cone programming problems (SOCP). However, such optimality conditions were not defined explicitly. In this paper, we propose an explicit definition of approximate-Karush-Kuhn-Tucker 2 (AKKT2) and complementary-AKKT2 (CAKKT2) conditions for SOCPs. We prove that the proposed AKKT2/CAKKT2 conditions are satisfied at local optimal points of the SOCP without any constraint qualification. We also present two algorithms that are based on augmented Lagrangian and sequential quadratic programming methods and show their global convergence to points satisfying the proposed conditions.
引用
收藏
页码:911 / 939
页数:29
相关论文
共 38 条
  • [1] On second-order optimality conditions for nonlinear programming
    Andreani, R.
    Martinez, J. M.
    Schuverdt, M. L.
    [J]. OPTIMIZATION, 2007, 56 (5-6) : 529 - 542
  • [2] Second-order negative-curvature methods for box-constrained and general constrained optimization
    Andreani, R.
    Birgin, E. G.
    Martinez, J. M.
    Schuverdt, M. L.
    [J]. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2010, 45 (02) : 209 - 236
  • [3] Andreani R., 2018, Proceeding Series of the Brazilian Society of Computational and Applied Mathematics, V6
  • [4] Optimality Conditions for Nonlinear Second-Order Cone Programming and Symmetric Cone Programming
    Andreani, Roberto
    Fukuda, Ellen H.
    Haeser, Gabriel
    Santos, Daiana O.
    Secchin, Leonardo D.
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2024, 200 (01) : 1 - 33
  • [5] Global Convergence of Algorithms Under Constant Rank Conditions for Nonlinear Second-Order Cone Programming
    Andreani, Roberto
    Haeser, Gabriel
    Mito, Leonardo M.
    Hector Ramirez, C.
    Silveira, Thiago P.
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2022, 195 (01) : 42 - 78
  • [6] On the best achievable quality of limit points of augmented Lagrangian schemes
    Andreani, Roberto
    Haeser, Gabriel
    Mito, Leonardo M.
    Ramos, Alberto
    Secchin, Leonardo D.
    [J]. NUMERICAL ALGORITHMS, 2022, 90 (02) : 851 - 877
  • [7] A second-order sequential optimality condition associated to the convergence of optimization algorithms
    Andreani, Roberto
    Haeser, Gabriel
    Ramos, Alberto
    Silva, Paulo J. S.
    [J]. IMA JOURNAL OF NUMERICAL ANALYSIS, 2017, 37 (04) : 1902 - 1929
  • [8] On sequential optimality conditions for smooth constrained optimization
    Andreani, Roberto
    Haeser, Gabriel
    Martinez, J. M.
    [J]. OPTIMIZATION, 2011, 60 (05) : 627 - 641
  • [9] A NEW SEQUENTIAL OPTIMALITY CONDITION FOR CONSTRAINED OPTIMIZATION AND ALGORITHMIC CONSEQUENCES
    Andreani, Roberto
    Martinez, J. M.
    Svaiter, B. F.
    [J]. SIAM JOURNAL ON OPTIMIZATION, 2010, 20 (06) : 3533 - 3554
  • [10] On the classical necessary second-order optimality conditions
    Baccari, A
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2004, 123 (01) : 213 - 221