Generalized differentiation of piecewise linear functions in second-order variational analysis

被引:8
|
作者
Mordukhovich, Boris S. [1 ]
Sarabi, M. Ebrahim [1 ]
机构
[1] Wayne State Univ, Dept Math, Detroit, MI 48202 USA
基金
美国国家科学基金会;
关键词
Nonlinear and variational analysis; Piecewise linear extended-real-valued functions; Normal cones; Coderivatives; First-order and second-order subdifferentials; NORMAL CONE MAPPINGS; TILT STABILITY; SUBDIFFERENTIALS; INEQUALITIES; REGULARITY; CALCULUS; POINTS;
D O I
10.1016/j.na.2015.11.008
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The paper is devoted to a comprehensive second-order study of a remarkable class of convex extended-real-valued functions that is highly important in many aspects of nonlinear and variational analysis, specifically those related to optimization and stability. This class consists of lower semicontinuous functions with possibly infinite values on finite-dimensional spaces, which are labeled as "piecewise linear" ones and can be equivalently described via the convexity of their epigraphs. In this paper we calculate the second-order subdifferentials (generalized Hessians) of arbitrary convex piecewise linear functions, together with the corresponding geometric objects, entirely in terms of their initial data. The obtained formulas allow us, in particular, to justify a new exact (equality-type) second-order sum rule for such functions in the general nonsmooth setting. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:240 / 273
页数:34
相关论文
共 50 条
  • [1] Second-Order Analysis of Piecewise Linear Functions with Applications to Optimization and Stability
    Mordukhovich, B. S.
    Sarabi, M. E.
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2016, 171 (02) : 504 - 526
  • [2] Second-Order Analysis of Piecewise Linear Functions with Applications to Optimization and Stability
    B. S. Mordukhovich
    M. E. Sarabi
    Journal of Optimization Theory and Applications, 2016, 171 : 504 - 526
  • [3] Critical multipliers in variational systems via second-order generalized differentiation
    Mordukhovich, Boris S.
    Sarabi, M. Ebrahim
    MATHEMATICAL PROGRAMMING, 2018, 169 (02) : 605 - 648
  • [4] Critical multipliers in variational systems via second-order generalized differentiation
    Boris S. Mordukhovich
    M. Ebrahim Sarabi
    Mathematical Programming, 2018, 169 : 605 - 648
  • [5] Second-order variational analysis in second-order cone programming
    Nguyen T. V. Hang
    Boris S. Mordukhovich
    M. Ebrahim Sarabi
    Mathematical Programming, 2020, 180 : 75 - 116
  • [6] On Second-Order Variational Analysis of Variational Convexity of Prox-Regular Functions
    Helmut Gfrerer
    Set-Valued and Variational Analysis, 2025, 33 (1)
  • [7] Second-order variational analysis in second-order cone programming
    Hang, Nguyen T. V.
    Mordukhovich, Boris S.
    Sarabi, M. Ebrahim
    MATHEMATICAL PROGRAMMING, 2020, 180 (1-2) : 75 - 116
  • [8] Piecewise-linear analysis of the pull-in range for second-order PLLs
    Kuznetsov, N., V
    Lobachev, M. Y.
    Yuldashev, M., V
    Yuldashev, R., V
    Kudryashova, E., V
    Kuznetsova, O. A.
    2023 EUROPEAN CONTROL CONFERENCE, ECC, 2023,
  • [9] Piecewise Linear Approximation of Vector-Valued Images and Curves via Second-Order Variational Model
    Zanetti, Massimo
    Bruzzone, Lorenzo
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2017, 26 (09) : 4414 - 4429
  • [10] Chaotic behavior of driven, second-order, piecewise linear systems
    Castro, Jose
    Alvarez, Joaquin
    Verduzco, Fernando
    Palomares-Ruiz, Juan E.
    CHAOS SOLITONS & FRACTALS, 2017, 105 : 8 - 13