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Frontiers of Mathematics in China

ISSN 1673-3452

ISSN 1673-3576(Online)

CN 11-5739/O1

邮发代号 80-964

2019 Impact Factor: 1.03

Frontiers of Mathematics in China  2022, Vol. 17 Issue (1): 149-170   https://doi.org/10.1007/s11464-022-1007-0
  本期目录
Convergence of an augmented Lagrange algorithm for nonlinear optimizations with second-order cone constraints
Jin GUO, Suxiang HE()
School of Science, Wuhan University of Technology, Wuhan 430070, China
 全文: PDF(279 KB)  
Abstract

An augmented Lagrange algorithm for nonlinear optimizations with second-order cone constraints is proposed based on a Löwner operator associated with a potential function for the optimization problems with inequality constraints. The favorable properties of both the Löwner operator and the corresponding augmented Lagrangian are discussed. And under some mild assumptions, the rate of convergence of the augmented Lagrange algorithm is studied in detail.

Key wordsPotential function    Löwner operator    augmented Lagrange algorithm    nonlinear second-order cone optimizations
出版日期: 2022-05-19
Corresponding Author(s): Suxiang HE   
 引用本文:   
. [J]. Frontiers of Mathematics in China, 2022, 17(1): 149-170.
Jin GUO, Suxiang HE. Convergence of an augmented Lagrange algorithm for nonlinear optimizations with second-order cone constraints. Front. Math. China, 2022, 17(1): 149-170.
 链接本文:  
https://academic.hep.com.cn/fmc/CN/10.1007/s11464-022-1007-0
https://academic.hep.com.cn/fmc/CN/Y2022/V17/I1/149
1 F Alizadeh , D Goldfarb . Second-order cone programming. Mathematical Programming, 2003, 95 (1): 3- 51
https://doi.org/10.1007/s10107-002-0339-5
2 J F Bonnans , C H Ramírez . Perturbation analysis of second-order cone programming problems. Mathematical Programming, 2005, 104 (2): 205- 227
3 J F Bonnans , A Shapiro . Perturbation Analysis of Optimization Problems. New York: Springer-Verlag, 2000
4 G Debreu . Definite and semidefinite quadratic forms. Econometrica, 1952, 20: 295- 300
https://doi.org/10.2307/1907852
5 J Faraut , A Korányi . Analysis on Symmetric Cones. Oxford: Clarendon Press, 1994
6 J Gu , L W Zhang , X T Xiao . Log-Sigmoid nonlinear Lagrange method for nonlinear optimization problems over second-order cones. Journal of Computational and Applied Mathematics, 2009, 229 (1): 129- 144
https://doi.org/10.1016/j.cam.2008.10.016
7 S X He , L W Zhang , X S Li . A Potential Function for Solving Inequality Constrained Optimiztion Problems. Advances in Mathematics (China), 2004, 33 (3): 343- 351
8 M R Hestenes . Multiplier and gradient methods. Journal of Optimization Theory and Applications, 1969, 4 (5): 303- 320
https://doi.org/10.1007/BF00927673
9 Y J Liu , L W Zhang . Convergence of the Augmented Lagrangian Method for Nonlinear Optimization Problems over Second-Order Cones. Journal of Optimization Theory and Applications, 2008, 139 (3): 557- 575
https://doi.org/10.1007/s10957-008-9390-6
10 M S Lobo , L Vandenberghe , S Boyd , H Lebret . Applications of second-order cone programming. Linear Algebra and its Applications, 1998, 284 (1): 193- 228
11 J M Lou , Q B Zhong . Cooperative motion control method for humanoid robot. Journal of Beijing University of Posts and Telecommunications, 2017, 40 (3): 123- 126 (in Chinese)
12 R A Polyak . Log-Sigmoid multipliers method in constrained optimization. Annals of Operations Research, 2001, 101 (1): 427- 460
13 M J D Powell . A Method for Nonlinear Constraints in Minimization Problems. Optimization, 1969: 283- 298
14 R T Rockafellar . A dual approach to solving nonlinear programming problems by unconstrained optimization. Mathematical Programming, 1973, 5 (1): 354- 373
https://doi.org/10.1007/BF01580138
15 R T Rockafellar . Augmented Lagrange Multiplier Functions and Duality in Nonconvex Programming. SIAM Journal on Control, 1974, 12 (2): 268- 285
https://doi.org/10.1137/0312021
16 L W Zhang , J Gu , X T Xiao . A class of nonlinear Lagrangians for nonconvex second order cone programming. Computational Optimization and Applications, 2011, 49 (1): 61- 99
https://doi.org/10.1007/s10589-009-9279-9
17 L W Zhang , Y H Ren , Y Wu , X T Xiao . A class of nonlinear Lagrangians: theory and algorithm. Asia-Pacific Journal of Operational Research, 2008, 25 (3): 327- 371
https://doi.org/10.1142/S021759590800178X
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