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Metaheuristic Search Concepts: A Tutorial with Applications to Production and Logistics - Couverture souple
Synopsis
In many decision problems, e.g. from the area of production and logistics manage ment, the evaluation of alternatives and the determination of an optimal or at least suboptimal solution is an important but dif?cult task. For most such problems no ef?cient algorithm is known and classical approaches of Operations Research like Mixed Integer Linear Programming or Dynamic Pro gramming are often of limited use due to excessive computation time. Therefore, dedicated heuristic solution approaches have been developed which aim at providing good solutions in reasonable time for a given problem. However, such methods have two major drawbacks: First, they are tailored to a speci?c prob lem and their adaption to other problems is dif?cult and in many cases even impos sible. Second, they are typically designed to “build” one single solution in the most effective way, whereas most decision problems have a vast number of feasible solu tions. Hence usually the chances are high that there exist better ones. To overcome these limitations, problem independent search strategies, in particular metaheuris tics, have been proposed. This book provides an elementary step by step introduction to metaheuristics focusing on the search concepts they are based on. The ?rst part demonstrates un derlying concepts of search strategies using a simple example optimization problem.
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Présentation de l'éditeur
This book gives an introduction to metaheuristics for students and practitioners. The basic concepts are developed step-by-step from the bottom up using the knapsack problem, allowing readers to concentrate on the main ideas of metaheuristics.
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Metaheuristic Search Concepts: A Tutorial with Applications to Production and Logistics
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Metaheuristic Search Concepts: A Tutorial with Applications to Production and Logistics
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Metaheuristic Search Concepts
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Springer Berlin Heidelberg Okt 2014, 2014
ISBN 10 : 3642425119
ISBN 13 : 9783642425110
Neuf
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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -In many decision problems, e.g. from the area of production and logistics manage ment, the evaluation of alternatives and the determination of an optimal or at least suboptimal solution is an important but dif cult task. For most such problems no ef cient algorithm is known and classical approaches of Operations Research like Mixed Integer Linear Programming or Dynamic Pro gramming are often of limited use due to excessive computation time. Therefore, dedicated heuristic solution approaches have been developed which aim at providing good solutions in reasonable time for a given problem. However, such methods have two major drawbacks: First, they are tailored to a speci c prob lem and their adaption to other problems is dif cult and in many cases even impos sible. Second, they are typically designed to 'build' one single solution in the most effective way, whereas most decision problems have a vast number of feasible solu tions. Hence usually the chances are high that there exist better ones. To overcome these limitations, problem independent search strategies, in particular metaheuris tics, have been proposed. This book provides an elementary step by step introduction to metaheuristics focusing on the search concepts they are based on. The rst part demonstrates un derlying concepts of search strategies using a simple example optimization problem. 328 pp. Englisch. N° de réf. du vendeur 9783642425110
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Metaheuristic Search Concepts: A Tutorial with Applications to Production and Logistics
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Metaheuristic Search Concepts: A Tutorial with Applications to Production and Logistics
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Metaheuristic Search Concepts
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Springer Berlin Heidelberg, 2014
ISBN 10 : 3642425119
ISBN 13 : 9783642425110
Neuf
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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Metaheuristic Search ConceptsIn many decision problems, e.g. from the area of production and logistics manage ment, the evaluation of alternatives and the determination of an optimal or at least suboptimal solution is an important but dif?cult task. For. N° de réf. du vendeur 11800742
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Metaheuristic Search Concepts
Edité par
Springer Berlin Heidelberg, Springer Berlin Heidelberg Okt 2014, 2014
ISBN 10 : 3642425119
ISBN 13 : 9783642425110
Neuf
Taschenbuch
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Taschenbuch. Etat : Neu. This item is printed on demand - Print on Demand Titel. Neuware -In many decision problems, e.g. from the area of production and logistics manage ment, the evaluation of alternatives and the determination of an optimal or at least suboptimal solution is an important but dif cult task. For most such problems no ef cient algorithm is known and classical approaches of Operations Research like Mixed Integer Linear Programming or Dynamic Pro gramming are often of limited use due to excessive computation time. Therefore, dedicated heuristic solution approaches have been developed which aim at providing good solutions in reasonable time for a given problem. However, such methods have two major drawbacks: First, they are tailored to a speci c prob lem and their adaption to other problems is dif cult and in many cases even impos sible. Second, they are typically designed to ¿build¿ one single solution in the most effective way, whereas most decision problems have a vast number of feasible solu tions. Hence usually the chances are high that there exist better ones. To overcome these limitations, problem independent search strategies, in particular metaheuris tics, have been proposed. This book provides an elementary step by step introduction to metaheuristics focusing on the search concepts they are based on. The rst part demonstrates un derlying concepts of search strategies using a simple example optimization problem.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 328 pp. Englisch. N° de réf. du vendeur 9783642425110
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Metaheuristic Search Concepts : A Tutorial with Applications to Production and Logistics
Edité par
Springer Berlin Heidelberg, 2014
ISBN 10 : 3642425119
ISBN 13 : 9783642425110
Neuf
Taschenbuch
Vendeur : AHA-BUCH GmbH, Einbeck, Allemagne
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Taschenbuch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - In many decision problems, e.g. from the area of production and logistics manage ment, the evaluation of alternatives and the determination of an optimal or at least suboptimal solution is an important but dif cult task. For most such problems no ef cient algorithm is known and classical approaches of Operations Research like Mixed Integer Linear Programming or Dynamic Pro gramming are often of limited use due to excessive computation time. Therefore, dedicated heuristic solution approaches have been developed which aim at providing good solutions in reasonable time for a given problem. However, such methods have two major drawbacks: First, they are tailored to a speci c prob lem and their adaption to other problems is dif cult and in many cases even impos sible. Second, they are typically designed to 'build' one single solution in the most effective way, whereas most decision problems have a vast number of feasible solu tions. Hence usually the chances are high that there exist better ones. To overcome these limitations, problem independent search strategies, in particular metaheuris tics, have been proposed. This book provides an elementary step by step introduction to metaheuristics focusing on the search concepts they are based on. The rst part demonstrates un derlying concepts of search strategies using a simple example optimization problem. N° de réf. du vendeur 9783642425110
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Metaheuristic Search Concepts: A Tutorial with Applications to Production and Logistics
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Springer, 2014
ISBN 10 : 3642425119
ISBN 13 : 9783642425110
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