Grey Wolf Optimizer : A Pack of Solutions for Your Optimization Problems

Mirjalili, Seyedali (EDT)

Morgan Kaufmann Publishers In（2026/08発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 250 p.
• 言語 ENG
• 商品コード 9780443366246

Full Description

Grey Wolf Optimizer: A Pack of Solutions for Your Optimization Problems offers in-depth coverage of recent theoretical advancements in GWO, as well as several variants, improvements, and hybrid approaches developed to enhance the GWO's performance and adaptability. The use of generative AI to improve this algorithm and make it more generic is also explored, along with diverse applications across multiple fields to illustrate the practical utility and versatility of the methods presented. The book offers a deep dive into the algorithm's foundations and presents new developments to help researchers overcome common challenges.

It features numerous case studies and real-world examples across various fields, such as engineering, healthcare, finance, and environmental management. These applications demonstrate the versatility and effectiveness of the GWO in addressing complex, interdisciplinary challenges, making the content highly relevant and practical for readers. Written by some of the world's most highly cited researchers in the field of artificial intelligence, algorithms, and machine learning, the book serves as an essential resource for researchers and practitioners interested in applying and developing the Grey Wolf Optimizer.

Contents

1. Introduction to meta-heuristics and Grey Wolf Optimizer
2. Single-objective optimization using Grey Wolf Optimizer
3. Multi-objective optimization using Grey Wolf Optimizer
4. Many-objective optimization using Grey Wolf Optimizer
5. Constrained optimization using Grey Wolf Optimizer
6. Robust optimization using Grey Wolf Optimizer
7. Binary optimization using Grey Wolf Optimizer
8. Dynamic Optimization using Grey Wolf Optimizer
9. Combinatorial optimization using Grey Wolf Optimizer
10. Oppositional-based learning with Grey Wolf Optimizer
11. Chaotic Grey Wolf Optimizer
12. Memetic Grey Wolf Optimizer
13. Feature selection using Grey Wolf Optimizer
14. Clustering using Grey Wolf Optimizer
15. Hybrids of Grey Wolf Optimizer with swarm intelligence methods
16. Hybrids of Grey Wolf Optimizer with evolutionary algorithms
17. Engineering optimization using Grey Wolf Optimizer
18. Grey Wolf Optimizer with Genetic Programming
19. Grey Wolf Optimizer in sustainable energy
20. Grey Wolf Optimizer in network and 5G