A note on using alternative second-order models for the subproblems arising in barrier function methods forminimization

A. R. Conn, Nick Gould, Ph L. Toint

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    Abstract

    Inequality constrained minimization problems are often solved byconsidering a sequence of parameterized barrier functions. Each barrierfunction is approximately minimized and the relevant parameterssubsequently adjusted.It is common for the estimated solution to one barrier function problemto be used as a starting estimate for the next. However, this hasunfortunate repercussions for the standard Newton-like methods applied tothe barrier subproblem.In this note, we consider a class of alternative Newton methods whichattempt to avoid such difficulties.Such schemes have already proved of use in the Harwell Subroutine Libraryquadratic programming codes {\tt VE14} and {\tt VE19}.

    Original languageEnglish
    Pages (from-to)17-33
    Number of pages17
    JournalNumerische Mathematik
    Volume68
    Issue number1
    DOIs
    Publication statusPublished - 1 Jan 1994

    Keywords

    • Mathematics Subject Classification (1991): 65K05, 90C30

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