Human-Based Optimization Algorithms and Their Applications
Saber, M., A.Elsayed, M., Meshref, A., A Elsisy, M. (2024). Human-Based Optimization Algorithms and Their Applications. EKB Journal Management System, 9(5), 289-320. doi: 10.21608/bjas.2025.280508.1389
Mostafa Mounir Saber; Mohamed A.Elsayed; Ahmed Meshref; Mohamed A Elsisy. "Human-Based Optimization Algorithms and Their Applications". EKB Journal Management System, 9, 5, 2024, 289-320. doi: 10.21608/bjas.2025.280508.1389
Saber, M., A.Elsayed, M., Meshref, A., A Elsisy, M. (2024). 'Human-Based Optimization Algorithms and Their Applications', EKB Journal Management System, 9(5), pp. 289-320. doi: 10.21608/bjas.2025.280508.1389
Saber, M., A.Elsayed, M., Meshref, A., A Elsisy, M. Human-Based Optimization Algorithms and Their Applications. EKB Journal Management System, 2024; 9(5): 289-320. doi: 10.21608/bjas.2025.280508.1389

Human-Based Optimization Algorithms and Their Applications

Benha Journal of Applied Sciences
Volume 9, Issue 5, May 2024, Page 289-320  XML PDF (1.79 MB)
Document Type: Original Research Papers
DOI: 10.21608/bjas.2025.280508.1389
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Authors
Mostafa Mounir Saber email 1; Mohamed A.Elsayed2; Ahmed Meshreforcid 3; Mohamed A Elsisy4
1Basic Engineering Siences,Benha Faculty of Engineering,Benha University,Benha,Egypt
2Basic Sciences Department, Benha Faculty Engineering, Benha,Egypt
3Civil Department, Benha Faculty of Engineering, Benha University,Egypt
4Basic Sciences Department, Benha Faculty of Engineering, Benha University,Egypt
Abstract
Human-based algorithms are a type of meta-heuristic algorithm inspired by human behavior, problem-solving strategies, and social interaction. In this paper, human-based meta-heuristic algorithms are presented, as their advantages, limitations, and applications. This paper has an assessment of the rapid evolution of human-based metaheuristic thoughts, their covering towards a unified tissue, and the richness of possible applications in optimization problems. The paper briefly surveys some different human-based meta-heuristic algorithms aiming to solve optimization problems. Human-based algorithms have at least eleven algorithms: Driving Training-Based Optimization (DTBO), Chef-Based Optimization Algorithm (CBOA), Teaching–learning‑based optimization (TLBO), Technical and Vocational Education and Training-Based Optimizer (TVETBO), Sewing Training-Based Optimization (STBO), Volleyball Premier League Algorithm (VPL), Election-Based Optimization Algorithm (EBOA), Interior Search Algorithm (ISA), Social Engineering Optimizer (SEO), Human Behavior-Based Optimization (HBBO) and Seeker Optimization Algorithm (SOA). These algorithms mimic the problem-solving strategies employed by humans to tackle complex optimization tasks. From simulated annealing to genetic algorithms, HBOAs encompass a diverse range of techniques, each offering unique advantages and applications across various domains.
Keywords
Optimization problem; Human-based metaheuristic algorithm; Stochastic algorithms; applied mathematics; Population matrix
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