Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization Problems
This paper introduces the Botox Optimization Algorithm (BOA), a novel metaheuristic inspired by the Botox operation mechanism. The algorithm is designed to address optimization problems, utilizing a human-based approach. Taking cues from Botox procedures, where defects are targeted and treated to en...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2024-02-01
|
| Series: | Biomimetics |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2313-7673/9/3/137 |
| _version_ | 1797241908158791680 |
|---|---|
| author | Marie Hubálovská Štěpán Hubálovský Pavel Trojovský |
| author_facet | Marie Hubálovská Štěpán Hubálovský Pavel Trojovský |
| author_sort | Marie Hubálovská |
| collection | DOAJ |
| description | This paper introduces the Botox Optimization Algorithm (BOA), a novel metaheuristic inspired by the Botox operation mechanism. The algorithm is designed to address optimization problems, utilizing a human-based approach. Taking cues from Botox procedures, where defects are targeted and treated to enhance beauty, the BOA is formulated and mathematically modeled. Evaluation on the CEC 2017 test suite showcases the BOA’s ability to balance exploration and exploitation, delivering competitive solutions. Comparative analysis against twelve well-known metaheuristic algorithms demonstrates the BOA’s superior performance across various benchmark functions, with statistically significant advantages. Moreover, application to constrained optimization problems from the CEC 2011 test suite highlights the BOA’s effectiveness in real-world optimization tasks. |
| first_indexed | 2024-04-24T18:30:48Z |
| format | Article |
| id | doaj.art-088c2a96fecf4f12b3a6e2e1d3e6f026 |
| institution | Directory Open Access Journal |
| issn | 2313-7673 |
| language | English |
| last_indexed | 2024-04-24T18:30:48Z |
| publishDate | 2024-02-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Biomimetics |
| spelling | doaj.art-088c2a96fecf4f12b3a6e2e1d3e6f0262024-03-27T13:27:36ZengMDPI AGBiomimetics2313-76732024-02-019313710.3390/biomimetics9030137Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization ProblemsMarie Hubálovská0Štěpán Hubálovský1Pavel Trojovský2Department of Technics, Faculty of Education, University of Hradec Kralove, 50003 Hradec Králové, Czech RepublicDepartment of Technics, Faculty of Education, University of Hradec Kralove, 50003 Hradec Králové, Czech RepublicDepartment of Technics, Faculty of Education, University of Hradec Kralove, 50003 Hradec Králové, Czech RepublicThis paper introduces the Botox Optimization Algorithm (BOA), a novel metaheuristic inspired by the Botox operation mechanism. The algorithm is designed to address optimization problems, utilizing a human-based approach. Taking cues from Botox procedures, where defects are targeted and treated to enhance beauty, the BOA is formulated and mathematically modeled. Evaluation on the CEC 2017 test suite showcases the BOA’s ability to balance exploration and exploitation, delivering competitive solutions. Comparative analysis against twelve well-known metaheuristic algorithms demonstrates the BOA’s superior performance across various benchmark functions, with statistically significant advantages. Moreover, application to constrained optimization problems from the CEC 2011 test suite highlights the BOA’s effectiveness in real-world optimization tasks.https://www.mdpi.com/2313-7673/9/3/137optimizationhuman-inspiredmetaheuristicBotoxexplorationexploitation |
| spellingShingle | Marie Hubálovská Štěpán Hubálovský Pavel Trojovský Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization Problems Biomimetics optimization human-inspired metaheuristic Botox exploration exploitation |
| title | Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization Problems |
| title_full | Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization Problems |
| title_fullStr | Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization Problems |
| title_full_unstemmed | Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization Problems |
| title_short | Botox Optimization Algorithm: A New Human-Based Metaheuristic Algorithm for Solving Optimization Problems |
| title_sort | botox optimization algorithm a new human based metaheuristic algorithm for solving optimization problems |
| topic | optimization human-inspired metaheuristic Botox exploration exploitation |
| url | https://www.mdpi.com/2313-7673/9/3/137 |
| work_keys_str_mv | AT mariehubalovska botoxoptimizationalgorithmanewhumanbasedmetaheuristicalgorithmforsolvingoptimizationproblems AT stepanhubalovsky botoxoptimizationalgorithmanewhumanbasedmetaheuristicalgorithmforsolvingoptimizationproblems AT paveltrojovsky botoxoptimizationalgorithmanewhumanbasedmetaheuristicalgorithmforsolvingoptimizationproblems |