Opis
This innovative work delves into the realm of evolutionary algorithms, specifically targeting the intricacies of multi-objective optimization problems. Coello Coello, Lamont, and van Veldhuizen present a comprehensive exploration of various techniques that leverage principles of natural selection to find optimal solutions in complex settings. Their insights are drawn from a wealth of research, making this a vital resource for both academics and practitioners.
The authors rigorously examine the strengths and weaknesses of different evolutionary strategies, providing readers with a thorough understanding of how these methodologies can be applied to tackle real-world challenges. Through a blend of theoretical foundations and practical applications, the book encourages a critical assessment of existing algorithms, while also proposing novel approaches to improve efficiency and solution quality.
In addition to the technical discussions, readers will find illustrative examples that highlight the applicability of evolutionary algorithms across diverse fields. This makes it an indispensable guide for those seeking to enhance their knowledge of multi-objective optimization and its practical relevance in today's technological landscape.
The authors rigorously examine the strengths and weaknesses of different evolutionary strategies, providing readers with a thorough understanding of how these methodologies can be applied to tackle real-world challenges. Through a blend of theoretical foundations and practical applications, the book encourages a critical assessment of existing algorithms, while also proposing novel approaches to improve efficiency and solution quality.
In addition to the technical discussions, readers will find illustrative examples that highlight the applicability of evolutionary algorithms across diverse fields. This makes it an indispensable guide for those seeking to enhance their knowledge of multi-objective optimization and its practical relevance in today's technological landscape.
Szczegóły książki
Format
Miękka okładka
Strony
821 stron
Język
Angielski
Opublikowany
Oct 28, 2014
Wydawca
Springer
Wydanie
2nd ed. 2007
Wydania
Wydania: 3
ISBN-10
1489994602
ISBN-13
9781489994608