Graph-related Optimization and Decision Support Systems
Book Details
Format
Hardback or Cased Book
ISBN-10
1848217439
ISBN-13
9781848217430
Publisher
ISTE Ltd and John Wiley & Sons Inc
Imprint
ISTE Ltd and John Wiley & Sons Inc
Country of Manufacture
US
Country of Publication
GB
Publication Date
Sep 19th, 2014
Print length
186 Pages
Weight
416 grams
Dimensions
16.30 x 24.30 x 1.60 cms
Product Classification:
OptimizationComputer science
Ksh 25,000.00
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Constrained optimization is a challenging branch of operations research that aims to create a model which has a wide range of applications in the supply chain, telecommunications and medical fields. As the problem structure is split into two main components, the objective is to accomplish the feasible set framed by the system constraints. The aim of this book is expose optimization problems that can be expressed as graphs, by detailing, for each studied problem, the set of nodes and the set of edges. This graph modeling is an incentive for designing a platform that integrates all optimization components in order to output the best solution regarding the parameters' tuning. The authors propose in their analysis, for optimization problems, to provide their graphical modeling and mathematical formulation and expose some of their variants. As a solution approaches, an optimizer can be the most promising direction for limited-size instances. For large problem instances, approximate algorithms are the most appropriate way for generating high quality solutions. The authors thus propose, for each studied problem, a greedy algorithm as a problem-specific heuristic and a genetic algorithm as a metaheuristic.
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