Swarm Intelligence Algorithms: A Tutorial

Cover
Half Title
Title Page
Copyright Page
Dedication
Contents
Preface
Editor
Contributors
1. Ant Colony Optimization
	1.1 Introduction
	1.2 Ants’ behavior
	1.3 Ant colony algorithm
	1.4 Source-code of ACO algorithm in Matlab
	1.5 Source-code of ACO algorithm in C++
	1.6 Step-by-step numerical example of ACO algorithm
	1.7 Conclusion
	Acknowledgment
	References
2. Artificial Bee Colony Algorithm
	2.1 Introduction
	2.2 The original ABC algorithm
	2.3 Source-code of ABC algorithm in Matlab
	2.4 Source-code of ABC algorithm in C++
	2.5 Step-by-step numerical example of the ABC algorithm
	2.6 Conclusions
	References
3. Bacterial Foraging Optimization
	3.1 Introduction
	3.2 Bacterial foraging optimization algorithm
		3.2.1 Chemotaxis
		3.2.2 Swarming
		3.2.3 Reproduction
		3.2.4 Elimination and dispersal
	3.3 Pseudo-code of bacterial foraging optimization
	3.4 Matlab source-code of bacterial foraging optimization
	3.5 Numerical examples
	3.6 Conclusions
	3.7 Acknowledgement
	References
4. Bat Algorithm
	4.1 Introduction
	4.2 Original bat algorithm
		4.2.1 Description of the bat algorithm
		4.2.2 Pseudo-code of BA
		4.2.3 Parameters in the bat algorithm
	4.3 Source code of bat algorithm in Matlab
	4.4 Source code in C++
	4.5 A worked example
	4.6 Conclusion
	References
5. Cat Swarm Optimization
	5.1 Introduction
	5.2 Original CSO algorithm
		5.2.1 Pseudo-code of global version of CSO algorithm
		5.2.2 Description of global version of CSO algorithm
			5.2.2.1 Seeking mode (resting)
			5.2.2.2 Tracing mode (movement)
		5.2.3 Description of local version of CSO algorithm
	5.3 Source-code of global version of CSO algorithm in Matlab
	5.4 Source-code of global version of CSO algorithm in C++
	5.5 Step-by-step numerical example of global version of CSO algorithm
	5.6 Conclusions
	References
6. Chicken Swarm Optimization
	6.1 Introduction
	6.2 Original CSO algorithm
		6.2.1 Pseudo-code of global version of CSO algorithm
		6.2.2 Description of global version of CSO algorithm
	6.3 Source-code of global version of CSO algorithm in Matlab
	6.4 Source-code of global version of CSO algorithm in C++
	6.5 Step-by-step numerical example of global version of CSO algorithm
	6.6 Conclusions
	References
7. Cockroach Swarm Optimization
	7.1 Introduction
	7.2 Original cockroach swarm optimization algorithm
		7.2.1 Pseudo-code of CSO algorithm
		7.2.2 Description of the CSO algorithm
	7.3 Source-code of CSO algorithm in Matlab
	7.4 Source-code of CSO algorithm in C++
	7.5 Step-by-step numerical example of CSO algorithm
	7.6 Conclusions
	References
8. Crow Search Algorithm
	8.1 Introduction
	8.2 Original CSA
	8.3 Source-code of CSA in Matlab
	8.4 Source-code of CSA in C++
	8.5 Step-by-step numerical example of CSA
	8.6 Conclusions
	References
9. Cuckoo Search Algorithm
	9.1 Introduction
	9.2 Original cuckoo search
		9.2.1 Description of the cuckoo search
		9.2.2 Pseudo-code of CS
		9.2.3 Parameters in the cuckoo search
	9.3 Source code of the cuckoo search in Matlab
	9.4 Source code in C++
	9.5 A worked example
	9.6 Conclusion
	References
10. Dynamic Virtual Bats Algorithm
	10.1 Introduction
	10.2 Dynamic virtual bats algorithm
		10.2.1 Pseudo-code of DVBA
		10.2.2 Description of DVBA
	10.3 Source-code of DVBA in Matlab
	10.4 Source-code of DVBA in C++
	10.5 Step-by-step numerical example of DVBA
	10.6 Conclusions
	References
11. Dispersive Flies Optimisation: A Tutorial
	11.1 Introduction
	11.2 Dispersive flies optimisation
	11.3 Source code
		11.3.1 Matlab
		11.3.2 C++
		11.3.3 Python
	11.4 Numerical example: optimisation with DFO
	11.5 Conclusion
	References
12. Elephant Herding Optimization
	12.1 Introduction
	12.2 Elephant herding optimization
		12.2.1 Position update of elephants in a clan
		12.2.2 Separation of male elephants from the clan
		12.2.3 Pseudo-code of EHO algorithm
	12.3 Source-code of EHO algorithm in Matlab
	12.4 Source-code of EHO algorithm in C++
	12.5 Step-by-step numerical example of EHO algorithm
	12.6 Conclusions
	Acknowledgement
	References
13. Firefly Algorithm
	13.1 Introduction
	13.2 Original firefly algorithm
		13.2.1 Description of the standard firefly algorithm
		13.2.2 Pseudo-code of FA
		13.2.3 Parameters in the firefly algorithm
	13.3 Source code of firefly algorithm in Matlab
	13.4 Source code in C++
	13.5 A worked example
	13.6 Handling constraints
	13.7 Conclusion
	References
14. Glowworm Swarm Optimization: A Tutorial
	14.1 Introduction
		14.1.1 Basic principle of GSO
		14.1.2 The Glowworm Swarm Optimization (GSO) algorithm
		14.1.3 Algorithm description
	14.2 Source-code of GSO algorithm in Matlab
	14.3 Source-code of GSO algorithm in C++
	14.4 Step-by-step numerical example of GSO algorithm
	14.5 Conclusions
	References
15. Grasshopper Optimization Algorithm
	15.1 Introduction
	15.2 Description of the Grasshopper Optimization Algorithm
	15.3 Source-code of GOA in Matlab
	15.4 Source-code of GOA in C++
	15.5 Step-by-step numerical example of GOA
	15.6 Conclusion
	References
16. Grey Wolf Optimizer
	16.1 Introduction
	16.2 Original GWO algorithm
		16.2.1 Main concepts and inspiration
		16.2.2 Social hierarchy
		16.2.3 Encircling prey
		16.2.4 Hunting process
		16.2.5 Attacking prey (exploitation)
		16.2.6 Search for prey (exploration)
		16.2.7 Pseudo-code of GWO algorithm
		16.2.8 Description of the GWO algorithm
	16.3 Source-code of GWO algorithm in Matlab
	16.4 Source-code of GWO algorithm in C++
	16.5 Step-by-step numerical example of GWO algorithm
	16.6 Conclusion
	References
17. Hunting Search Algorithm
	17.1 Introduction
	17.2 Original HuS algorithm
		17.2.1 Pseudo-code and description of HuS algorithm
	17.3 Source code of HuS algorithm in Matlab
	17.4 Source code of HuS algorithm in C++
	17.5 Elaboration on HuS algorithm with constrained minimization problem
	17.6 Conclusion
	References
18. Krill Herd Algorithm
	18.1 Introduction
	18.2 Original KH algorithm
		18.2.1 Pseudo-code of the original version of KH algorithm
		18.2.2 Description of the original version of KH algorithm
	18.3 Source-code of the KH algorithm in Matlab
	18.4 Source-code of the KH algorithm in C++
	18.5 Step-by-step numerical example of KH algorithm
	18.6 Conclusion
	References
19. Monarch Butterfly Optimization
	19.1 Introduction
	19.2 Monarch butterfly optimization
		19.2.1 Migration operator
		19.2.2 Butterfly adjusting operator
	19.3 Algorithm of monarch butterfly optimization
	19.4 Source-code of MBO algorithm in Matlab
	19.5 Source-code of MBO algorithm in C++
	19.6 Step-by-step numerical example of MBO algorithm
	19.7 Conclusion
	Acknowledgement
	References
20. Particle Swarm Optimization
	20.1 Introduction
	20.2 Original PSO algorithm
		20.2.1 Pseudo-code of global version of PSO algorithm
		20.2.2 Description of the global version of the PSO algorithm
		20.2.3 Description of the local version of the PSO algorithm
	20.3 Source-code of global version of PSO algorithm in Matlab
	20.4 Source-code of global version of PSO algorithm in C++
	20.5 Step-by-step numerical example of global version of PSO algorithm
	20.6 Conclusions
	References
21. Salp Swarm Algorithm: Tutorial
	21.1 Introduction
	21.2 Salp swarm algorithm (SSA)
		21.2.1 Pseudo-code of SSA algorithm
		21.2.2 Description of SSA algorithm
	21.3 Source code of SSA algorithm in Matlab
	21.4 Source-code of SSA algorithm in C++
	21.5 Step-by-step numerical example of SSA algorithm
	21.6 Conclusion
	References
22. Social Spider Optimization
	22.1 Introduction
	22.2 Original SSO algorithm
		22.2.1 Social behavior and inspiration
		22.2.2 Population initialization
		22.2.3 Evaluation of the solution quality
		22.2.4 Modeling of the vibrations through the communal web
		22.2.5 Female cooperative operator
		22.2.6 Male cooperative operator
		22.2.7 Mating operator
		22.2.8 Pseudo-code of SSO algorithm
		22.2.9 Description of the SSO algorithm
	22.3 Source-code of SSO algorithm in Matlab
	22.4 Source-code of SSO algorithm in C++
	22.5 Step-by-step numerical example of SSO algorithm
	22.6 Conclusion
	References
23. Stochastic Diffusion Search: A Tutorial
	23.1 Introduction
	23.2 Stochastic Diffusion Search
		23.2.1 The mining game
		23.2.2 Refinements in the metaphor
	23.3 SDS architecture
	23.4 Step by step example: text search
	23.5 Source code
		23.5.1 Matlab
		23.5.2 C++
		23.5.3 Python
	23.6 Conclusion
	References
24. Whale Optimization Algorithm
	24.1 Introduction
	24.2 Original WOA
		24.2.1 Pseudo-code of the WOA
		24.2.2 Description of the WOA
	24.3 Source-code of the WOA in Matlab
	24.4 Source-code of the WOA in C++
	24.5 A step-by-step numerical example of WOA
	24.6 Conclusions
	References
Index