A Real-World Benchmark Problem for Global Optimization
The paper presents the statement of the problem of dynamical system „crane-load” optimal control. The acceleration period is under consideration and control must meet the minimum duration condition as well as load oscillations elimination. The objective function, which ensures the final condition sa...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Sciendo
2023-09-01
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| Series: | Cybernetics and Information Technologies |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/cait-2023-0022 |
| _version_ | 1797668758882353152 |
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| author | Yuriy Romasevych Viatcheslav Loveikin Borys Bakay |
| author_facet | Yuriy Romasevych Viatcheslav Loveikin Borys Bakay |
| author_sort | Yuriy Romasevych |
| collection | DOAJ |
| description | The paper presents the statement of the problem of dynamical system „crane-load” optimal control. The acceleration period is under consideration and control must meet the minimum duration condition as well as load oscillations elimination. The objective function, which ensures the final condition satisfaction, is developed and analyzed in terms of its topology features. It includes three arguments and their searching is the essence of the benchmark problem. Two variants of the problem are proposed with varied objective function parameters. Twelve agent-based optimization algorithms have been applied to find solutions to a bunch of problems. A brief analysis of the performance of the algorithms reveals their weaknesses and advantages. Thus, the proposed real-world problem may be exploited to estimate the optimization algorithms’ search performance. |
| first_indexed | 2024-03-11T20:33:14Z |
| format | Article |
| id | doaj.art-3ac4e1aedf9041f2856725e72173de7b |
| institution | Directory Open Access Journal |
| issn | 1314-4081 |
| language | English |
| last_indexed | 2024-03-11T20:33:14Z |
| publishDate | 2023-09-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Cybernetics and Information Technologies |
| spelling | doaj.art-3ac4e1aedf9041f2856725e72173de7b2023-10-02T07:39:15ZengSciendoCybernetics and Information Technologies1314-40812023-09-01233233910.2478/cait-2023-0022A Real-World Benchmark Problem for Global OptimizationYuriy Romasevych0Viatcheslav Loveikin1Borys Bakay21Department of Machines and Equipment Design, National University of Life and Environmental Sciences of Ukraine, Kyiv, 03041, Ukraine1Department of Machines and Equipment Design, National University of Life and Environmental Sciences of Ukraine, Kyiv, 03041, Ukraine2Department of Forest Engineering, Ukrainian National Forestry University, Lviv, 79057, UkraineThe paper presents the statement of the problem of dynamical system „crane-load” optimal control. The acceleration period is under consideration and control must meet the minimum duration condition as well as load oscillations elimination. The objective function, which ensures the final condition satisfaction, is developed and analyzed in terms of its topology features. It includes three arguments and their searching is the essence of the benchmark problem. Two variants of the problem are proposed with varied objective function parameters. Twelve agent-based optimization algorithms have been applied to find solutions to a bunch of problems. A brief analysis of the performance of the algorithms reveals their weaknesses and advantages. Thus, the proposed real-world problem may be exploited to estimate the optimization algorithms’ search performance.https://doi.org/10.2478/cait-2023-0022optimizationmetaheuristics methodsbenchmarkoscillation eliminationcontrol |
| spellingShingle | Yuriy Romasevych Viatcheslav Loveikin Borys Bakay A Real-World Benchmark Problem for Global Optimization Cybernetics and Information Technologies optimization metaheuristics methods benchmark oscillation elimination control |
| title | A Real-World Benchmark Problem for Global Optimization |
| title_full | A Real-World Benchmark Problem for Global Optimization |
| title_fullStr | A Real-World Benchmark Problem for Global Optimization |
| title_full_unstemmed | A Real-World Benchmark Problem for Global Optimization |
| title_short | A Real-World Benchmark Problem for Global Optimization |
| title_sort | real world benchmark problem for global optimization |
| topic | optimization metaheuristics methods benchmark oscillation elimination control |
| url | https://doi.org/10.2478/cait-2023-0022 |
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