Swarm Intelligence Algorithms

1 Ant Colony Optimization Pushpendra Singh, Nand K. Meena, Jin Yang, and Adam Slowik 1.1 Introduction 1.2 Ants's 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 2 Articial Bee Colony Algorithm Bahriye Akay and Dervis Karaboga 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 Sonam Parashar, Nand K. Meena, Jin Yang, and Neeraj Kanwar 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 Xin-She Yang and Adam Slowik 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 An worked example 4.6 Conclusion References 5 Cat Swarm Optimization Dorin Moldovan, Viorica Chifu, Ioan Salomie, and Adam Slowik 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 Dorin Moldovan and Adam Slowik 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 Joanna Kwiecien 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 Adam Slowik and Dorin Moldovan 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 Xin-She Yang and Adam Slowik 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 An worked example 9.6 Conclusion References 10 Dynamic Virtual Bats Algorithm Ali Osman Topal 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 11 Dispersive Flies Optimisation: A Tutorial Mohammad Majid al-Rifaie 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 Nand K. Meena, Jin Yang, and Adam Slowik 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 References 13 Firey Algorithm Xin-She Yang and Adam Slowik 13.1 Introduction 13.2 Original rey algorithm 13.2.1 Description of the standard rey algorithm 13.2.2 Pseudo-code of FA 13.2.3 Parameters in the rey algorithm 13.3 Source code of rey algorithm in Matlab 13.4 Source code in C++ 13.5 An worked example 13.6 Handling constraints 13.7 Conclusion References 14 Glowworm Swarm Optimization - A Tutorial Krishnanand Kaipa and Debasish Ghose 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 Szymon ukasik 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 Ahmed F. Ali and Mohamed A. Tawhid 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 17 Hunting Search Algorithm Ferhat Erdal and Osman Tunca 17.1 Introduction 17.2 Original HuS algorithm 17.2.1 Pseudo-code of HuS algorithm 17.2.1.1 Description of the global version of the HuS algorithm 17.3 Source code of HuS algorithm in Matlab 17.4 Source code of HuS algorithm in C++ 17.5 Elaborate on HuS Algorithm with Constrained Minimization Problem 17.6 Conclusion References 18 Krill Herd Algorithm Ali R. Kashani, Charles V. Camp, Hamed Tohidi, and Adam Slowik 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 Buttery Optimization Pushpendra Singh, Nand K. Meena, Jin Yang, and Adam Slowik 19.1 Introduction 19.2 Monarch Buttery Optimization 19.2.1 Migration operator 19.2.2 Buttery adjusting operator 19.3 Algorithm of Monarch Buttery 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 References 20 Particle Swarm Optimization Adam Slowik 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 Optimization: Tutorial Essam H. Houssein, Ibrahim E. Mohamed , and Aboul Ella Hassanien 21.1 Introduction 21.2 Salp Swarm Algorithm (SSA) 21.2.1 Pseudo-code of SSA algorithm 21.2.2 Description of the 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 Ahmed F. Ali and Mohamed A. Tawhid 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 Diusion Search: A Tutorial Mohammad Majid al-Rifaie and J. Mark Bishop 23.1 Introduction 23.2 Stochastic Diusion Search 23.2.1 The Mining Game 23.2.2 Renements 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 Ali R. Kashani, Charles V. Camp, Moein Armanfar, and Adam Slowik 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

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• Engenharia electrónica
• Algoritmos e estruturas de dados