Swarm intelligence algorithms. A tutorial / (2020)

• Record Type: Book
• Further Information: Note: Edited by Adam Slowik.
• Editors: Slowik, Adam
• Contents: 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 Šukasik; 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 SS
• Edition: 1st
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2020
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 006.3824; Swarm intelligence; Algorithms; Mathematical optimization
• Languages: English
• ISBNs: 9780429749490; 9780429749506; 9780429749483; 9780429422614
• Related ISBNs: 9781138384491
• Notes: Note: Includes bibliographical references and index.; Note: Description based on CIP data; resource not viewed.
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