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Mathematical programming solver based on local search

This book covers local search for combinatorial optimization and its extension to mixed-variable optimization. Although not yet understood from the theoretical point of view, local search is the paradigm of choice for tackling large-scale real-life optimization problems. Today's end-users dema...

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Detalles Bibliográficos
Autores principales: Gardi, Frédéric, Benoist, Thierry, Darlay, Julien, Estellon, Bertrand, Megel, Romain
Lenguaje:eng
Publicado: Wiley 2014
Materias:
Acceso en línea:http://cds.cern.ch/record/1991307
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author Gardi, Frédéric
Benoist, Thierry
Darlay, Julien
Estellon, Bertrand
Megel, Romain
author_facet Gardi, Frédéric
Benoist, Thierry
Darlay, Julien
Estellon, Bertrand
Megel, Romain
author_sort Gardi, Frédéric
collection CERN
description This book covers local search for combinatorial optimization and its extension to mixed-variable optimization. Although not yet understood from the theoretical point of view, local search is the paradigm of choice for tackling large-scale real-life optimization problems. Today's end-users demand interactivity with decision support systems. For optimization software, this means obtaining good-quality solutions quickly. Fast iterative improvement methods, like local search, are suited to satisfying such needs. Here the authors show local search in a new light, in particular presenting a new kind of mathematical programming solver, namely LocalSolver, based on neighborhood search. First, an iconoclast methodology is presented to design and engineer local search algorithms. The authors' concern about industrializing local search approaches is of particular interest for practitioners. This methodology is applied to solve two industrial problems with high economic stakes. Software based on local search induces extra costs in development and maintenance in comparison with the direct use of mixed-integer linear programming solvers. The authors then move on to present the LocalSolver project whose goal is to offer the power of local search through a model-and-run solver for large-scale 0-1 nonlinear programming. They conclude by presenting their ongoing and future work on LocalSolver toward a full mathematical programming solver based on local search.
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spelling cern-19913072021-04-21T20:28:46Zhttp://cds.cern.ch/record/1991307engGardi, FrédéricBenoist, ThierryDarlay, JulienEstellon, BertrandMegel, RomainMathematical programming solver based on local searchMathematical Physics and Mathematics This book covers local search for combinatorial optimization and its extension to mixed-variable optimization. Although not yet understood from the theoretical point of view, local search is the paradigm of choice for tackling large-scale real-life optimization problems. Today's end-users demand interactivity with decision support systems. For optimization software, this means obtaining good-quality solutions quickly. Fast iterative improvement methods, like local search, are suited to satisfying such needs. Here the authors show local search in a new light, in particular presenting a new kind of mathematical programming solver, namely LocalSolver, based on neighborhood search. First, an iconoclast methodology is presented to design and engineer local search algorithms. The authors' concern about industrializing local search approaches is of particular interest for practitioners. This methodology is applied to solve two industrial problems with high economic stakes. Software based on local search induces extra costs in development and maintenance in comparison with the direct use of mixed-integer linear programming solvers. The authors then move on to present the LocalSolver project whose goal is to offer the power of local search through a model-and-run solver for large-scale 0-1 nonlinear programming. They conclude by presenting their ongoing and future work on LocalSolver toward a full mathematical programming solver based on local search. Wileyoai:cds.cern.ch:19913072014
spellingShingle Mathematical Physics and Mathematics
Gardi, Frédéric
Benoist, Thierry
Darlay, Julien
Estellon, Bertrand
Megel, Romain
Mathematical programming solver based on local search
title Mathematical programming solver based on local search
title_full Mathematical programming solver based on local search
title_fullStr Mathematical programming solver based on local search
title_full_unstemmed Mathematical programming solver based on local search
title_short Mathematical programming solver based on local search
title_sort mathematical programming solver based on local search
topic Mathematical Physics and Mathematics
url http://cds.cern.ch/record/1991307
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AT benoistthierry mathematicalprogrammingsolverbasedonlocalsearch
AT darlayjulien mathematicalprogrammingsolverbasedonlocalsearch
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AT megelromain mathematicalprogrammingsolverbasedonlocalsearch