Evolutionary Algorithms for Solving Multi-Objective Problems

Evolutionary Algorithms for Solving Multi-Objective Problems

AngličtinaEbook
Coello, Carlos Coello
Springer US
EAN: 9780387367972
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Podrobné informace

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.
EAN 9780387367972
ISBN 0387367977
Typ produktu Ebook
Vydavatel Springer US
Datum vydání 26. srpna 2007
Jazyk English
Země United States
Autoři Coello, Carlos Coello; Lamont, Gary B.; Veldhuizen, David A. van
Série Genetic and Evolutionary Computation