Solving complex optimization problems with parallel metaheuristics
Parallel Metaheuristics brings together an international group of
experts in parallelism and metaheuristics to provide a much-needed
synthesis of these two fields. Readers discover how metaheuristic
techniques can provide useful and practical solutions for a wide range
of problems and application domains, with an emphasis on the fields of
telecommunications and bioinformatics. This volume fills a
long-existing gap, allowing researchers and practitioners to develop
efficient metaheuristic algorithms to find solutions. The book is
divided into three parts: * Part One: Introduction to Metaheuristics
and Parallelism, including an Introduction to Metaheuristic
Techniques, Measuring the Performance of Parallel Metaheuristics, New
Technologies in Parallelism, and a head-to-head discussion on
Metaheuristics and Parallelism * Part Two: Parallel Metaheuristic
Models, including Parallel Genetic Algorithms, Parallel Genetic
Programming, Parallel Evolution Strategies, Parallel Ant Colony
Algorithms, Parallel Estimation of Distribution Algorithms, Parallel
Scatter Search, Parallel Variable Neighborhood Search, Parallel
Simulated Annealing, Parallel Tabu Search, Parallel GRASP, Parallel
Hybrid Metaheuristics, Parallel Multi-Objective Optimization, and
Parallel Heterogeneous Metaheuristics * Part Three: Theory and
Applications, including Theory of Parallel Genetic Algorithms,
Parallel Metaheuristics Applications, Parallel Metaheuristics in
Telecommunications, and a final chapter on Bioinformatics and Parallel
Metaheuristics Each self-contained chapter begins with clear overviews
and introductions that bring the reader up to speed, describes basic
techniques, and ends with a reference list for further study. Packed
with numerous tables and figures to illustrate the complex theory and
processes, this comprehensive volume also includes numerous practical
real-world optimization problems and their solutions. This is
essential reading for students and researchers in computer science,
mathematics, and engineering who deal with parallelism,
metaheuristics, and optimization in general.
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A New Class of Algorithms
Produktdetaljer
ISBN
9780471739371
Publisert
2018
Utgave
1. utgave
Utgiver
Wiley Professional, Reference & Trade (Wiley K&L)
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter