Modified Lagrangian Methods for Separable Optimization Problems

We propose a convergence analysis of a new decomposition method to solve structured optimization problems. The proposed scheme is based on a class of modified Lagrangians combined with the allocation of resources decomposition algorithm. Under mild assumptions, we show that the method generates conv...

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Main Authors: Abdelouahed Hamdi, Aiman A. Mukheimer
Format: Article
Language:English
Published: Wiley 2012-01-01
Series:Abstract and Applied Analysis
Online Access:http://dx.doi.org/10.1155/2012/471854
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author Abdelouahed Hamdi
Aiman A. Mukheimer
author_facet Abdelouahed Hamdi
Aiman A. Mukheimer
author_sort Abdelouahed Hamdi
collection DOAJ
description We propose a convergence analysis of a new decomposition method to solve structured optimization problems. The proposed scheme is based on a class of modified Lagrangians combined with the allocation of resources decomposition algorithm. Under mild assumptions, we show that the method generates convergent primal-dual sequences.
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issn 1085-3375
1687-0409
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publishDate 2012-01-01
publisher Wiley
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series Abstract and Applied Analysis
spelling doaj-art-8bf357495a6346da82bcb525fcbd42152025-08-20T02:09:11ZengWileyAbstract and Applied Analysis1085-33751687-04092012-01-01201210.1155/2012/471854471854Modified Lagrangian Methods for Separable Optimization ProblemsAbdelouahed Hamdi0Aiman A. Mukheimer1Department of Mathematics and Physical Sciences, Prince Sultan University, P.O. Box 66833, Riyadh 11586, Saudi ArabiaDepartment of Mathematics and Physical Sciences, Prince Sultan University, P.O. Box 66833, Riyadh 11586, Saudi ArabiaWe propose a convergence analysis of a new decomposition method to solve structured optimization problems. The proposed scheme is based on a class of modified Lagrangians combined with the allocation of resources decomposition algorithm. Under mild assumptions, we show that the method generates convergent primal-dual sequences.http://dx.doi.org/10.1155/2012/471854
spellingShingle Abdelouahed Hamdi
Aiman A. Mukheimer
Modified Lagrangian Methods for Separable Optimization Problems
Abstract and Applied Analysis
title Modified Lagrangian Methods for Separable Optimization Problems
title_full Modified Lagrangian Methods for Separable Optimization Problems
title_fullStr Modified Lagrangian Methods for Separable Optimization Problems
title_full_unstemmed Modified Lagrangian Methods for Separable Optimization Problems
title_short Modified Lagrangian Methods for Separable Optimization Problems
title_sort modified lagrangian methods for separable optimization problems
url http://dx.doi.org/10.1155/2012/471854
work_keys_str_mv AT abdelouahedhamdi modifiedlagrangianmethodsforseparableoptimizationproblems
AT aimanamukheimer modifiedlagrangianmethodsforseparableoptimizationproblems