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coello coello carlos; lamont gary b.; van veldhuizen david a. - evolutionary algorithms for solving multi-objective problems

Evolutionary Algorithms for Solving Multi-Objective Problems

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 09/2007
Edizione: 2nd ed. 2007





Trama

Solving multi-objective problems is an evolving effort, and computer science and other related disciplines have given rise to many powerful deterministic and stochastic techniques for addressing these large-dimensional optimization problems. Evolutionary algorithms are one such generic stochastic approach that has proven to be successful and widely applicable in solving both single-objective and multi-objective problems.

This textbook is a second edition of Evolutionary Algorithms for Solving Multi-Objective Problems, significantly expanded and adapted for the classroom. The various features of multi-objective evolutionary algorithms are presented here in an innovative and student-friendly fashion, incorporating state-of-the-art research. The book disseminates the application of evolutionary algorithm techniques to a variety of practical problems, including test suites with associated performance based on a variety of appropriate metrics, as well as serial and parallel algorithm implementations.





Sommario

Basic Concepts.- MOP Evolutionary Algorithm Approaches.- MOEA Local Search and Coevolution.- MOEA Test Suites.- MOEA Testing and Analysis.- MOEA Theory and Issues.- Applications.- MOEA Parallelization.- Multi-Criteria Decision Making.- Alternative Metaheuristics.










Altre Informazioni

ISBN:

9780387332543

Condizione: Nuovo
Collana: Genetic and Evolutionary Computation
Dimensioni: 235 x 155 mm
Formato: Copertina rigida
Illustration Notes:XXI, 800 p.
Pagine Arabe: 800
Pagine Romane: xxi


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