Minimizing nonconvex nonsmooth functions via cutting planes and proximity control

被引:94
|
作者
Fuduli, A
Gaudioso, M
Giallombardo, G
机构
[1] Univ Lecce, Dipartimento Ingn Innovaz, I-73100 Lecce, Italy
[2] Univ Calabria, Dipartimento Elettron Informat & Sistemist, I-87036 Arcavacata Di Rende, CS, Italy
[3] Univ Cambridge, Judge Inst Management, Cambridge CB2 1AG, England
关键词
nonsmooth optimization; cutting planes; bundle methods; proximal trajectory;
D O I
10.1137/S1052623402411459
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We describe an extension of the classical cutting plane algorithm to tackle the unconstrained minimization of a nonconvex, not necessarily differentiable function of several variables. The method is based on the construction of both a lower and an upper polyhedral approximation to the objective function and is related to the use of the concept of proximal trajectory. Convergence to a stationary point is proved for weakly semismooth functions.
引用
收藏
页码:743 / 756
页数:14
相关论文
共 50 条
  • [1] A proximity control algorithm to minimize nonsmooth and nonconvex functions
    Noll, Dominikus
    Prot, Olivier
    Rondepierre, Aude
    [J]. PACIFIC JOURNAL OF OPTIMIZATION, 2008, 4 (03): : 571 - 604
  • [2] A Cutting Plane and Level Stabilization Bundle Method with Inexact Data for Minimizing Nonsmooth Nonconvex Functions
    Shen, Jie
    Li, Dan
    Pang, Li-Ping
    [J]. ABSTRACT AND APPLIED ANALYSIS, 2014,
  • [3] On the complexity of a quadratic regularization algorithm for minimizing nonsmooth and nonconvex functions
    Amaral, V. S.
    Lopes, J. O.
    Santos, P. S. M.
    Silva, G. N.
    [J]. OPTIMIZATION METHODS & SOFTWARE, 2024,
  • [4] A proximal bundle method for nonsmooth DC optimization utilizing nonconvex cutting planes
    Joki, Kaisa
    Bagirov, Adil M.
    Karmitsa, Napsu
    Makela, Marko M.
    [J]. JOURNAL OF GLOBAL OPTIMIZATION, 2017, 68 (03) : 501 - 535
  • [5] A proximal bundle method for nonsmooth DC optimization utilizing nonconvex cutting planes
    Kaisa Joki
    Adil M. Bagirov
    Napsu Karmitsa
    Marko M. Mäkelä
    [J]. Journal of Global Optimization, 2017, 68 : 501 - 535
  • [6] A Proximity Control Algorithm to Minimize Nonsmooth and Nonconvex Semi-Infinite Maximum Eigenvalue Functions
    Apkarian, Pierre
    Noll, Dominikus
    Prot, Olivier
    [J]. JOURNAL OF CONVEX ANALYSIS, 2009, 16 (3-4) : 641 - 666
  • [7] CUTTING-PLANES FOR OPTIMIZATION OF CONVEX FUNCTIONS OVER NONCONVEX SETS
    Bienstock, Daniel
    Michalka, Alexander
    [J]. SIAM JOURNAL ON OPTIMIZATION, 2014, 24 (02) : 643 - 677
  • [8] An Approximate Redistributed Proximal Bundle Method with Inexact Data for Minimizing Nonsmooth Nonconvex Functions
    Shen, Jie
    Liu, Xiao-Qian
    Guo, Fang-Fang
    Wang, Shu-Xin
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [9] Stabilization via nonsmooth, nonconvex optimization
    Burke, James V.
    Henrion, Didier
    Lewis, Adrian S.
    Overton, Michael L.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2006, 51 (11) : 1760 - 1769
  • [10] Nonconvex nonsmooth optimization via convex–nonconvex majorization–minimization
    A. Lanza
    S. Morigi
    I. Selesnick
    F. Sgallari
    [J]. Numerische Mathematik, 2017, 136 : 343 - 381