书目名称 | Parallel Genetic Algorithms |
副标题 | Theory and Real Worl |
编辑 | Gabriel Luque,Enrique Alba |
视频video | |
概述 | Presents theory and applications of Parallel Genetic Algorithms.Written by leading experts in this field.State-of-the-Art book |
丛书名称 | Studies in Computational Intelligence |
图书封面 |  |
描述 | .This book is the result of several years of research trying to better characterize parallel genetic algorithms (pGAs) as a powerful tool for optimization, search, and learning. Readers can learn how to solve complex tasks by reducing their high computational times. Dealing with two scientific fields (parallelism and GAs) is always difficult, and the book seeks at gracefully introducing from basic concepts to advanced topics.. .The presentation is structured in three parts. The first one is targeted to the algorithms themselves, discussing their components, the physical parallelism, and best practices in using and evaluating them. A second part deals with the theory for pGAs, with an eye on theory-to-practice issues. A final third part offers a very wide study of pGAs as practical problem solvers, addressing domains such as natural language processing, circuits design, scheduling, and genomics. . .This volume will be helpful both for researchers and practitioners. The first part shows pGAs to either beginners and mature researchers looking for a unified view of the two fields: GAs and parallelism. The second part partially solves (and also opens) new investigation lines in theory o |
出版日期 | Book 2011 |
关键词 | Computational Intelligence; Genetic Algorithms; Parallel Genetic Algorithms |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-642-22084-5 |
isbn_softcover | 978-3-642-26868-7 |
isbn_ebook | 978-3-642-22084-5Series ISSN 1860-949X Series E-ISSN 1860-9503 |
issn_series | 1860-949X |
copyright | Springer-Verlag Berlin Heidelberg 2011 |