Multi Objective Optimization Using Evolutionary Algorithms 1st Edition by Kalyanmoy Deb, Deb Kalyanmoy ISBN 978-0471873396 047187339X

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Product details: 

ISBN 10: 047187339X

ISBN 13: 978-0471873396

Author: Kalyanmoy Deb, Deb Kalyanmoy

Evolutionary algorithms are relatively new, but very powerful techniques used to find solutions to many real-world search and optimization problems. Many of these problems have multiple objectives, which leads to the need to obtain a set of optimal solutions, known as effective solutions. It has been found that using evolutionary algorithms is a highly effective way of finding multiple effective solutions in a single simulation run.

• Comprehensive coverage of this growing area of research
• Carefully introduces each algorithm with examples and in-depth discussion
• Includes many applications to real-world problems, including engineering design and scheduling
• Includes discussion of advanced topics and future research
• Can be used as a course text or for self-study
• Accessible to those with limited knowledge of classical multi-objective optimization and evolutionary algorithms

The integrated presentation of theory, algorithms and examples will benefit those working and researching in the areas of optimization, optimal design and evolutionary computing. This text provides an excellent introduction to the use of evolutionary algorithms in multi-objective optimization, allowing use as a graduate course text or for self-study.

Table of contents: 

1. Prologue
2. Multi-Objective Optimization
3. Classical Methods
4. Evolutionary Algorithms
5. Non-Elitist Multi-Objective Evolutionary Algorithms
6. Elitist Multi-Objective Evolutionary Algorithms
7. Constrained Multi-Objective Evolutionary Algorithms
8. Salient Issues of Multi-Objective Evolutionary Algorithms
9. Applications of Multi-Objective Evolutionary Algorithms
10. Epilogue

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Tags: Kalyanmoy Deb, Deb Kalyanmoy, Multi Objective Optimization, Using Evolutionary