Ordered Fuzzy Numbers Applied in Bee Swarm Optimization Systems
The paper presents an innovative OFNBee optimization method based on combining the swarm intelligence with the use of directed fuzzy numers OFN. In the introduction, the issues related to the subject of the study, including bee algorithms and OFN numbers, were reviewed. The innovative OFNBee algorit...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Graz University of Technology
2020-11-01
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| Series: | Journal of Universal Computer Science |
| Subjects: | |
| Online Access: | https://lib.jucs.org/article/24149/download/pdf/ |
| _version_ | 1829478280597602304 |
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| author | Dawid Ewald Hubert Zarzycki Łukasz Apiecionek Jacek Czerniak |
| author_facet | Dawid Ewald Hubert Zarzycki Łukasz Apiecionek Jacek Czerniak |
| author_sort | Dawid Ewald |
| collection | DOAJ |
| description | The paper presents an innovative OFNBee optimization method based on combining the swarm intelligence with the use of directed fuzzy numers OFN. In the introduction, the issues related to the subject of the study, including bee algorithms and OFN numbers, were reviewed. The innovative OFNBee algorithm was presented and verified against a set of known benchmarks functions such as Sphere, Rastrigin, Griewank, Rosenbrock, Schwefel and Ackley. These functions have been applied due to their reliability in the literature. In the further part of the study, the configuration of the algorithm parameters is carried out, including the launch of each mathematical function several dozen times for different data, such as different population sizes. The key part of the research and analysis was to compare OFNBee with six standard ABC, MBO, IMBO, TLBO, HBMO, BBMO bee algorithms. The article ends with a summary and an indication of the possible future works. |
| first_indexed | 2024-12-14T17:11:51Z |
| format | Article |
| id | doaj.art-5eb490afb65340c2829fcfdd8e63b34a |
| institution | Directory Open Access Journal |
| issn | 0948-6968 |
| language | English |
| last_indexed | 2024-12-14T17:11:51Z |
| publishDate | 2020-11-01 |
| publisher | Graz University of Technology |
| record_format | Article |
| series | Journal of Universal Computer Science |
| spelling | doaj.art-5eb490afb65340c2829fcfdd8e63b34a2022-12-21T22:53:33ZengGraz University of TechnologyJournal of Universal Computer Science0948-69682020-11-0126111475149410.3897/jucs.2020.07824149Ordered Fuzzy Numbers Applied in Bee Swarm Optimization SystemsDawid Ewald0Hubert Zarzycki1Łukasz Apiecionek2Jacek Czerniak3Casimir the Great University in BydgoszczGeneral Tadeusz Kosciuszko Military Academy of Land ForcesCasimir the Great University in BydgoszczCasimir the Great University in BydgoszczThe paper presents an innovative OFNBee optimization method based on combining the swarm intelligence with the use of directed fuzzy numers OFN. In the introduction, the issues related to the subject of the study, including bee algorithms and OFN numbers, were reviewed. The innovative OFNBee algorithm was presented and verified against a set of known benchmarks functions such as Sphere, Rastrigin, Griewank, Rosenbrock, Schwefel and Ackley. These functions have been applied due to their reliability in the literature. In the further part of the study, the configuration of the algorithm parameters is carried out, including the launch of each mathematical function several dozen times for different data, such as different population sizes. The key part of the research and analysis was to compare OFNBee with six standard ABC, MBO, IMBO, TLBO, HBMO, BBMO bee algorithms. The article ends with a summary and an indication of the possible future works.https://lib.jucs.org/article/24149/download/pdf/OFNBeeOFNFuzzy logicmetaheuristicABCMBO |
| spellingShingle | Dawid Ewald Hubert Zarzycki Łukasz Apiecionek Jacek Czerniak Ordered Fuzzy Numbers Applied in Bee Swarm Optimization Systems Journal of Universal Computer Science OFNBee OFN Fuzzy logic metaheuristic ABC MBO |
| title | Ordered Fuzzy Numbers Applied in Bee Swarm Optimization Systems |
| title_full | Ordered Fuzzy Numbers Applied in Bee Swarm Optimization Systems |
| title_fullStr | Ordered Fuzzy Numbers Applied in Bee Swarm Optimization Systems |
| title_full_unstemmed | Ordered Fuzzy Numbers Applied in Bee Swarm Optimization Systems |
| title_short | Ordered Fuzzy Numbers Applied in Bee Swarm Optimization Systems |
| title_sort | ordered fuzzy numbers applied in bee swarm optimization systems |
| topic | OFNBee OFN Fuzzy logic metaheuristic ABC MBO |
| url | https://lib.jucs.org/article/24149/download/pdf/ |
| work_keys_str_mv | AT dawidewald orderedfuzzynumbersappliedinbeeswarmoptimizationsystems AT hubertzarzycki orderedfuzzynumbersappliedinbeeswarmoptimizationsystems AT łukaszapiecionek orderedfuzzynumbersappliedinbeeswarmoptimizationsystems AT jacekczerniak orderedfuzzynumbersappliedinbeeswarmoptimizationsystems |