New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton Condition

In this paper a new class of Quasi-Newton update for solving unconstrained nonlinear optimization problem is proposed. In this work we suggested a new formula for the variable metric update with  a new quasi-Newton condition used for the symmetric rank two formula. Finally, a numerical study is repo...

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Main Authors: Abbas Al-Bayati, Runak Abdullah
Format: Article
Language:English
Published: Mosul University 2011-12-01
Series:Al-Rafidain Journal of Computer Sciences and Mathematics
Subjects:
Online Access:https://csmj.mosuljournals.com/article_163639_0f5e8abe7cb9fc232511edb0b6a76e39.pdf
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author Abbas Al-Bayati
Runak Abdullah
author_facet Abbas Al-Bayati
Runak Abdullah
author_sort Abbas Al-Bayati
collection DOAJ
description In this paper a new class of Quasi-Newton update for solving unconstrained nonlinear optimization problem is proposed. In this work we suggested a new formula for the variable metric update with  a new quasi-Newton condition used for the symmetric rank two formula. Finally, a numerical study is reported in which the performance of this new algorithm is compared to that of various members of the unmodified family. Numerical experiments indicate that this new algorithm is effective and superior to the standard BFGS and DFP algorithms, with respect to the number of functions evaluations (NOF) and number of iterations (NOI).
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institution DOAJ
issn 1815-4816
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publishDate 2011-12-01
publisher Mosul University
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series Al-Rafidain Journal of Computer Sciences and Mathematics
spelling doaj-art-cea933cad978471ca5db80da2c277dde2025-08-20T03:06:37ZengMosul UniversityAl-Rafidain Journal of Computer Sciences and Mathematics1815-48162311-79902011-12-0182354110.33899/csmj.2011.163639163639New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton ConditionAbbas Al-Bayati0Runak Abdullah1College of Computer Sciences and Mathematics University of Mosul, Mosul, IraqCollege of Science University of SuleimaniIn this paper a new class of Quasi-Newton update for solving unconstrained nonlinear optimization problem is proposed. In this work we suggested a new formula for the variable metric update with  a new quasi-Newton condition used for the symmetric rank two formula. Finally, a numerical study is reported in which the performance of this new algorithm is compared to that of various members of the unmodified family. Numerical experiments indicate that this new algorithm is effective and superior to the standard BFGS and DFP algorithms, with respect to the number of functions evaluations (NOF) and number of iterations (NOI).https://csmj.mosuljournals.com/article_163639_0f5e8abe7cb9fc232511edb0b6a76e39.pdfunconstrained optimizationquasi-newton conditioninexact line search
spellingShingle Abbas Al-Bayati
Runak Abdullah
New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton Condition
Al-Rafidain Journal of Computer Sciences and Mathematics
unconstrained optimization
quasi-newton condition
inexact line search
title New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton Condition
title_full New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton Condition
title_fullStr New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton Condition
title_full_unstemmed New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton Condition
title_short New Variable Metric Algorithm by The Mean of 2nd Order Quasi-Newton Condition
title_sort new variable metric algorithm by the mean of 2nd order quasi newton condition
topic unconstrained optimization
quasi-newton condition
inexact line search
url https://csmj.mosuljournals.com/article_163639_0f5e8abe7cb9fc232511edb0b6a76e39.pdf
work_keys_str_mv AT abbasalbayati newvariablemetricalgorithmbythemeanof2ndorderquasinewtoncondition
AT runakabdullah newvariablemetricalgorithmbythemeanof2ndorderquasinewtoncondition