Augmented Lagrangians in semi-infinite programming

Jan-Joachim Ruckmann, A Shapiro

Research output: Contribution to journalArticle

21 Citations (Scopus)

Abstract

We consider the class of semi-infinite programming problems which became in recent years a powerful tool for the mathematical modeling of many real-life problems. In this paper, we study an augmented Lagrangian approach to semi-infinite problems and present necessary and sufficient conditions for the existence of corresponding augmented Lagrange multipliers. Furthermore, we discuss two particular cases for the augmenting function: the proximal Lagrangian and the sharp Lagrangian.
Original languageEnglish
Pages (from-to)499-512
Number of pages14
JournalMathematical Programming
Volume116
Issue number1-2
Early online date3 May 2007
DOIs
Publication statusPublished - 1 Jan 2009

Keywords

  • duality gap
  • augmented Lagrangian
  • proximal Lagrangian
  • semi-infinite programming
  • sharp Lagrangian
  • augmented Lagrange multiplier

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