Metaheuristic Search Concepts [recurso electrónico] : A Tutorial with Applications to Production and Logistics / by Günther Zäpfel, Roland Braune, Michael Bögl.
Tipo de material: TextoEditor: Berlin, Heidelberg : Springer Berlin Heidelberg, 2010Descripción: X, 316 p. online resourceTipo de contenido: text Tipo de medio: computer Tipo de portador: online resourceISBN: 9783642113437Tema(s): Economics | Mathematical optimization | Business logistics | Economics/Management Science | Production/Logistics | Operations Research/Decision Theory | OptimizationFormatos físicos adicionales: Printed edition:: Sin títuloClasificación CDD: 658.5 Clasificación LoC:HD28-70Recursos en línea: Libro electrónicoTipo de ítem | Biblioteca actual | Colección | Signatura | Copia número | Estado | Fecha de vencimiento | Código de barras |
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Libro Electrónico | Biblioteca Electrónica | Colección de Libros Electrónicos | HD28 -70 (Browse shelf(Abre debajo)) | 1 | No para préstamo | 373993-2001 |
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HD28 -70 Trends and Issues in Global Tourism 2010 | HD28 -70 Elements of a Philosophy of Management and Organization | HD28 -70 Overview of the PMBOK Guide | HD28 -70 Metaheuristic Search Concepts | HD28 -70 The Global Cybercrime Industry | HD28 -70 Sustainable Supply Chain Management | HD28 -70 The Right Sensory Mix |
Preliminaries -- The Knapsack Problem and Straightforward Optimization Methods -- Search Heuristics -- Metaheuristics -- Metaheuristics in General -- Metaheuristics Based on Solution Construction -- Metaheuristics Based on Solution Modification -- Metaheuristics Based on Solution Recombination -- Summarizing Remarks on Metaheuristics -- Applications -- Metaheuristics in Machine Scheduling -- Metaheuristics in Vehicle Routing -- Summary.
The book gives an introduction to metaheuristics for students and practitioners. It requires no prior knowledge of the field, as the basic concepts are developed step by step from the bottom up using the knapsack problem and therefore allowing the user to concentrate on the main ideas of metaheuristics. The concepts are then expanded to concrete algorithms, which are described in detail. Then a systematization of the algorithms is established and compared with existing classification schemes from literature. The last part of the book deals with the application of popular metaheuristics to two optimization problems from the field of production and logistics, namely the Job Shop Scheduling and the Vehicle Routing Problem, based on examples.
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