A filter sequential adaptive cubic regularization algorithm for nonlinear constrained optimization

被引:1
|
作者
Pei, Yonggang [1 ]
Song, Shaofang [1 ]
Zhu, Detong [2 ]
机构
[1] Henan Normal Univ, Coll Math & Informat Sci, Engn Lab Big Data Stat Anal & Optimal Control, Construct Rd, Xinxiang 453007, Henan, Peoples R China
[2] Shanghai Normal Univ, Math & Sci Coll, Guilin Rd, Shanghai 200234, Peoples R China
基金
中国国家自然科学基金;
关键词
Nonlinear constrained optimization; Cubic regularization; Filter methods; Sequential quadratic programming; Global convergence; TRUST-REGION; LINE-SEARCH; GLOBAL CONVERGENCE; NORM;
D O I
10.1007/s11075-022-01475-9
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we propose a filter sequential adaptive regularization algorithm using cubics (ARC) for solving nonlinear equality constrained optimization. Similar to sequential quadratic programming methods, an ARC subproblem with linearized constraints is considered to obtain a trial step in each iteration. Composite step methods and reduced Hessian methods are employed to tackle the linearized constraints. As a result, a trial step is decomposed into the sum of a normal step and a tangential step which is computed by a standard ARC subproblem. Then, the new iteration is determined by filter methods and ARC framework. The global convergence of the algorithm is proved under some reasonable assumptions. Preliminary numerical experiments and comparison results are reported.
引用
收藏
页码:1481 / 1507
页数:27
相关论文
共 50 条
  • [1] A filter sequential adaptive cubic regularization algorithm for nonlinear constrained optimization
    Yonggang Pei
    Shaofang Song
    Detong Zhu
    [J]. Numerical Algorithms, 2023, 93 : 1481 - 1507
  • [2] Projected Adaptive Cubic Regularization Algorithm with Derivative-Free Filter Technique for Box Constrained Optimization
    He, Lingyun
    Wang, Peng
    Zhu, Detong
    [J]. DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2021, 2021
  • [3] Sequential penalty algorithm for nonlinear constrained optimization
    Zhang, JL
    Zhang, XS
    [J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2003, 118 (03) : 635 - 655
  • [4] Sequential Penalty Algorithm for Nonlinear Constrained Optimization
    J.L. Zhang
    X.S. Zhang
    [J]. Journal of Optimization Theory and Applications, 2003, 118 : 635 - 655
  • [5] A sequential adaptive regularisation using cubics algorithm for solving nonlinear equality constrained optimization
    Pei, Yonggang
    Song, Shaofang
    Zhu, Detong
    [J]. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2023, 84 (03) : 1005 - 1033
  • [6] A sequential adaptive regularisation using cubics algorithm for solving nonlinear equality constrained optimization
    Yonggang Pei
    Shaofang Song
    Detong Zhu
    [J]. Computational Optimization and Applications, 2023, 84 : 1005 - 1033
  • [7] Updating the regularization parameter in the adaptive cubic regularization algorithm
    N. I. M. Gould
    M. Porcelli
    P. L. Toint
    [J]. Computational Optimization and Applications, 2012, 53 : 1 - 22
  • [8] Updating the regularization parameter in the adaptive cubic regularization algorithm
    Gould, N. I. M.
    Porcelli, M.
    Toint, P. L.
    [J]. COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, 2012, 53 (01) : 1 - 22
  • [9] Robust Multiobjective Nonlinear Constrained Optimization with Ensemble Stochastic Gradient Sequential Quadratic Programming-Filter Algorithm
    Liu, Zhe
    Reynolds, Albert
    [J]. SPE JOURNAL, 2021, 26 (04): : 1964 - 1979
  • [10] A dwindling filter algorithm with a modified subproblem for nonlinear inequality constrained optimization
    Gu, Chao
    Zhu, Detong
    [J]. CHINESE ANNALS OF MATHEMATICS SERIES B, 2014, 35 (02) : 209 - 224