Singularly perturbed nonlinear ODEs and interior point optimization algorithms

Jelel Ezzine*, M. Ben-Daya

*Corresponding author for this work

Research output: Contribution to journalConference articlepeer-review

Abstract

This paper explores the continuous realizations of iterative processes emanating from interior point optimization algorithms, and their connection with nonlinear singularly-perturbed ordinary differential equations. This mathematical connection provides a theoretical framework for the analysis of the dynamical properties long known and exploited in interior point-based optimization techniques. In addition, this connection is used to show that the logarithmic barrier function is indeed, in some sense, optimum.

Original languageEnglish
Pages (from-to)1816-1820
Number of pages5
JournalProceedings of the American Control Conference
Volume3
StatePublished - 1995

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

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