Swarm Intelligence Algorithms: Modifications and Applications

ISBN-13: 9780367528881 / Angielski / Miękka / 2022 / 349 str.

Adam Slowik

Opis

This book presents 24 swarm algorithms together with their modifications and practical applications. Each chapter is devoted to one algorithm. In addition, each chapter contains a description of selected modifications of the algorithm and shows how it can be used to solve a selected practical problem.

Spis treści

1. Ant Colony Optimization, Modi□cations, and Application. 2. Arti□cial Bee Colony - Modi□cations and An Application to Software Requirements Selection. 3. Modi□ed Bacterial Forging Optimization and Application. 4. Bat Algorithm - Modi□cations and Application. 5. Cat Swarm Optimization - Modi□cations and Application. 6 Chicken Swarm Optimization - Modi□cations and Application. 7 Cockroach Swarm Optimization - Modi□cations and Application. 8. Crow Search Algorithm - Modi□cations and Application. 9. Cuckoo Search Optimisation - Modi□cations and Application. 10. Improved Dynamic Virtual Bats Algorithm for Identifying a Suspension System Parameters. 11. Dispersive Flies Optimisation: Modi□cations and Application. 12. Improved Elephant Herding Optimization and Application. 13. Fire□y Algorithm: Variants and Applications. 14. Glowworm Swarm Optimization - Modi□cations and Applications. 15. Grasshopper Optimization Algorithm - Modi□cations and Applications. 16. Grey wolf optimizer □ Modi□cations and Applications. 17. Hunting Search Optimization Modi□cation and Application. 18. Krill Herd Algorithm - Modi□cations and Applications. 19. Modi□ed Monarch Butter□y Optimization and Real-life Applications. 20. Particle Swarm Optimization - Modi□cations and Application. 21. Salp Swarm Algorithm: Modi□cation and Application. 22. Social Spider Optimization - Modi□cations and Applications. 23. Stochastic Di□usion Search: Modi□cations and Application. 24 Whale Optimization Algorithm - Modi□cations and Applications.

O autorze

Adam Slowik (IEEE Member 2007; IEEE Senior Member 2012) is an Associate Professor in the Department of Electronics and Computer Science, Koszalin University of Technology. His research interests include soft computing, computational intelligence, and, particularly, bio-inspired optimization algorithms and their engineering applications. He was a recipient of one Best Paper Award (IEEE Conference on Human System Interaction - HSI 2008).