Evolutionary computation with biogeography-based optimization

• Tác giả: Haiping Ma, Dan Simon
• Ngôn ngữ: eng
• ISBN-10: 1848218079
• ISBN-13: 978-1848218079
• Ký hiệu phân loại: 006.3823 Artificial intelligence
• Thông tin xuất bản: London, UK : Hoboken, NJ, USA : ISTE ; Wiley, 2017.
• Mô tả vật lý: viii, 327 pages : , illustrations ; , 25 cm.
• Bộ sưu tập: Công nghệ thông tin
• ID: 156628
• Chủ đề: 1. Evolutionary computation; 2. Metaheuristics

Includes bibliographical references (pages 309-323) and index.

Tóm tắt

Evolutionary computation algorithms are employed to minimize functions with large number of variables. Biogeographybased optimization (BBO) is an optimization algorithm that is based on the science of biogeography, which researches the migration patterns of species. These migration paradigms provide the main logic behind BBO. Due to the crossdisciplinary nature of the optimization problems, there is a need to develop multiple approaches to tackle them and to study the theoretical reasoning behind their performance. This book explains the mathematical model of BBO algorithm and its variants created to cope with continuous domain problems (with and without constraints) and combinatorial problems.