This study book by Kalyanmoy Deb provides an in-depth introduction to evolutionary algorithms, powerful techniques for search and optimization problems. It specifically addresses the application of these algorithms to multi-objective optimization and focuses on finding a range of effective solutions within a single simulation.
Description
Evolutionary algorithms are relatively new, but highly effective methods for solving complex search problems with multiple goals. This approach leads to the generation of a set of optimal solutions, also known as effective solutions. This book combines theory, algorithms, and practical examples, making it a valuable reference work for researchers and professionals in optimization, design, and evolutionary computing.
- Comprehensive and up-to-date treatment of evolutionary algorithms
- Step-by-step explanations with examples and in-depth analyses
- Applications in engineering design and planning problems, among others
- Discussion of advanced topics and future developments
- Suitable as a course book or for independent use
- Written for readers with basic knowledge of multi-objective optimization
By integrating theory and practice, this text supports students and professionals in effectively applying evolutionary algorithms to complex optimization problems.
Product specifications
- Author: Kalyanmoy Deb (Indian Institute of Technology)
- Series: Wiley Interscience Series in Systems and Optimization
- Publisher: John Wiley & Sons Inc
- Publication date: 2001-05-22
- Number of pages: 536
- ISBN: 9780471873396
- Subject: Evolution / Evolutionary biology
- BISAC: SCIENCE / Life Sciences / Evolution
About the author
Kalyanmoy Deb is a well-known Indian computer scientist. Since 2013, he has held the Herman E. & Ruth J. Koenig Endowed Chair in the Department of Electrical and Computing Engineering at Michigan State University.