Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems
ABSTRACT: The Economic Dispatch problem is essential for minimizing generation costs while satisfying power demand in electrical systems. This research looks into the Orca Predation Algorithm, an optimization method based on biology that can solve the Economic Dispatch problem for systems with 6, 13...
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KeAi Communications Co. Ltd.
2024-09-01
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| Series: | BenchCouncil Transactions on Benchmarks, Standards and Evaluations |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2772485924000395 |
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| author | Vivi Aida Fitria Arif Nur Afandi Aripriharta |
| author_facet | Vivi Aida Fitria Arif Nur Afandi Aripriharta |
| author_sort | Vivi Aida Fitria |
| collection | DOAJ |
| description | ABSTRACT: The Economic Dispatch problem is essential for minimizing generation costs while satisfying power demand in electrical systems. This research looks into the Orca Predation Algorithm, an optimization method based on biology that can solve the Economic Dispatch problem for systems with 6, 13, or 15 producing units. The idea behind Orca Predation Algorithm came from the way orcas hunt for food. It solves problems that other optimization methods and bio-inspired algorithms have, like too much population diversity and too early convergence. This research shows that Orca Predation Algorithm consistently does better than other bio-inspired algorithms like Particle Swarm Optimization, Whale Optimization Algorithm, Grey Wolf Optimizer, the Bat Algorithm, Genetic Algorithm and Ant Colony Optimization in terms of minimum cost, average cost, and solution stability. The sensitivity analysis of the parameters regulating the exploration-exploitation balance in Orca Predation Algorithm demonstrated substantial performance enhancements. By changing these parameters, the best prices came in at $15,275.93 for the 6-unit system, $17,932.49 for the 13-unit system, and $32,256.97 for the 15-unit system. These prices are lower than those in the previous parameter setting. Although Orca Predation Algorithm demonstrates greater performance, it necessitates extended computing time, which future research could mitigate by exploring parallelization or hybrid methodologies. This paper shows that Orca Predation Algorithm is a reliable tool for optimizing Economic Dispatch problems. It gives useful information to power system engineers who are looking for effective and scalable optimization methods for modern power systems. |
| format | Article |
| id | doaj-art-77dc1914081e4a649c07dafd427dc025 |
| institution | Kabale University |
| issn | 2772-4859 |
| language | English |
| publishDate | 2024-09-01 |
| publisher | KeAi Communications Co. Ltd. |
| record_format | Article |
| series | BenchCouncil Transactions on Benchmarks, Standards and Evaluations |
| spelling | doaj-art-77dc1914081e4a649c07dafd427dc0252025-01-22T05:44:21ZengKeAi Communications Co. Ltd.BenchCouncil Transactions on Benchmarks, Standards and Evaluations2772-48592024-09-0143100187Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power SystemsVivi Aida Fitria0Arif Nur Afandi1 Aripriharta2Department of Electrical Engineering and Informatics, Universitas Negeri Malang, Indonesia; Informatics, Institut Teknologi dan Bisnis Asia Malang, IndonesiaDepartment of Electrical Engineering and Informatics, Universitas Negeri Malang, Indonesia; Corresponding Author: Department of Electrical Engineering and Informatics, Universitas Negeri Malang, Jl. Semarang 5 Malang 65145 Jawa Timur IndonesiaDepartment of Electrical Engineering and Informatics, Universitas Negeri Malang, IndonesiaABSTRACT: The Economic Dispatch problem is essential for minimizing generation costs while satisfying power demand in electrical systems. This research looks into the Orca Predation Algorithm, an optimization method based on biology that can solve the Economic Dispatch problem for systems with 6, 13, or 15 producing units. The idea behind Orca Predation Algorithm came from the way orcas hunt for food. It solves problems that other optimization methods and bio-inspired algorithms have, like too much population diversity and too early convergence. This research shows that Orca Predation Algorithm consistently does better than other bio-inspired algorithms like Particle Swarm Optimization, Whale Optimization Algorithm, Grey Wolf Optimizer, the Bat Algorithm, Genetic Algorithm and Ant Colony Optimization in terms of minimum cost, average cost, and solution stability. The sensitivity analysis of the parameters regulating the exploration-exploitation balance in Orca Predation Algorithm demonstrated substantial performance enhancements. By changing these parameters, the best prices came in at $15,275.93 for the 6-unit system, $17,932.49 for the 13-unit system, and $32,256.97 for the 15-unit system. These prices are lower than those in the previous parameter setting. Although Orca Predation Algorithm demonstrates greater performance, it necessitates extended computing time, which future research could mitigate by exploring parallelization or hybrid methodologies. This paper shows that Orca Predation Algorithm is a reliable tool for optimizing Economic Dispatch problems. It gives useful information to power system engineers who are looking for effective and scalable optimization methods for modern power systems.http://www.sciencedirect.com/science/article/pii/S2772485924000395Economic DispatchOrca Predation AlgorithmMetaheuristic algorithmBio-Inspired AlgorithmOptimizationPower System |
| spellingShingle | Vivi Aida Fitria Arif Nur Afandi Aripriharta Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems BenchCouncil Transactions on Benchmarks, Standards and Evaluations Economic Dispatch Orca Predation Algorithm Metaheuristic algorithm Bio-Inspired Algorithm Optimization Power System |
| title | Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems |
| title_full | Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems |
| title_fullStr | Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems |
| title_full_unstemmed | Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems |
| title_short | Exploring the Orca Predation Algorithm for Economic Dispatch Optimization in Power Systems |
| title_sort | exploring the orca predation algorithm for economic dispatch optimization in power systems |
| topic | Economic Dispatch Orca Predation Algorithm Metaheuristic algorithm Bio-Inspired Algorithm Optimization Power System |
| url | http://www.sciencedirect.com/science/article/pii/S2772485924000395 |
| work_keys_str_mv | AT viviaidafitria exploringtheorcapredationalgorithmforeconomicdispatchoptimizationinpowersystems AT arifnurafandi exploringtheorcapredationalgorithmforeconomicdispatchoptimizationinpowersystems AT aripriharta exploringtheorcapredationalgorithmforeconomicdispatchoptimizationinpowersystems |