Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization Algorithm
In this study, an optimization algorithm called chaotic turbulent flow of water-based optimization (CTFWO) algorithm is proposed to find the optimal solution for the optimal reactive power dispatch (ORPD) problem. The ORPD is formulated as a complicated, mixed-integer nonlinear optimization problem,...
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| Format: | Article |
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MDPI AG
2022-01-01
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| Series: | Mathematics |
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| Online Access: | https://www.mdpi.com/2227-7390/10/3/346 |
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| author | Ahmed M. Abd-El Wahab Salah Kamel Mohamed H. Hassan Mohamed I. Mosaad Tarek A. AbdulFattah |
| author_facet | Ahmed M. Abd-El Wahab Salah Kamel Mohamed H. Hassan Mohamed I. Mosaad Tarek A. AbdulFattah |
| author_sort | Ahmed M. Abd-El Wahab |
| collection | DOAJ |
| description | In this study, an optimization algorithm called chaotic turbulent flow of water-based optimization (CTFWO) algorithm is proposed to find the optimal solution for the optimal reactive power dispatch (ORPD) problem. The ORPD is formulated as a complicated, mixed-integer nonlinear optimization problem, comprising control variables which are discrete and continuous. The CTFWO algorithm is used to minimize voltage deviation (VD) and real power loss (P_loss) for IEEE 30-bus and IEEE 57-bus power systems. These goals can be achieved by obtaining the optimized voltage values of the generator, the transformer tap changing positions, and the reactive compensation. In order to evaluate the ability of the proposed algorithm to obtain ORPD problem solutions, the results of the proposed CTFWO algorithm are compared with different algorithms, including artificial ecosystem-based optimization (AEO), the equilibrium optimizer (EO), the gradient-based optimizer (GBO), and the original turbulent flow of water-based optimization (TFWO) algorithm. These are also compared with the results of the evaluated performance of various methods that are used in many recent papers. The experimental results show that the proposed CTFWO algorithm has superior performance, and is competitive with many state-of-the-art algorithms outlined in some of the recent studies in terms of solution accuracy, convergence rate, and stability. |
| first_indexed | 2024-03-09T23:33:24Z |
| format | Article |
| id | doaj.art-a640b9ac803c4d4983437a8e593fbdd2 |
| institution | Directory Open Access Journal |
| issn | 2227-7390 |
| language | English |
| last_indexed | 2024-03-09T23:33:24Z |
| publishDate | 2022-01-01 |
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| record_format | Article |
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| spelling | doaj.art-a640b9ac803c4d4983437a8e593fbdd22023-11-23T17:06:02ZengMDPI AGMathematics2227-73902022-01-0110334610.3390/math10030346Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization AlgorithmAhmed M. Abd-El Wahab0Salah Kamel1Mohamed H. Hassan2Mohamed I. Mosaad3Tarek A. AbdulFattah4Department of Electrical Engineering, Faculty of Engineering, Aswan University, Aswan 81542, EgyptDepartment of Electrical Engineering, Faculty of Engineering, Aswan University, Aswan 81542, EgyptDepartment of Electrical Engineering, Faculty of Engineering, Aswan University, Aswan 81542, EgyptElectrical & Electronics Engineering Technology Department, Royal Commission Yanbu Colleges & Institutes, Yanbu 46452, Saudi ArabiaDepartment of Engineering Physics and Mathematics, Faculty of Engineering, Zagazig University, Zagazig 44519, EgyptIn this study, an optimization algorithm called chaotic turbulent flow of water-based optimization (CTFWO) algorithm is proposed to find the optimal solution for the optimal reactive power dispatch (ORPD) problem. The ORPD is formulated as a complicated, mixed-integer nonlinear optimization problem, comprising control variables which are discrete and continuous. The CTFWO algorithm is used to minimize voltage deviation (VD) and real power loss (P_loss) for IEEE 30-bus and IEEE 57-bus power systems. These goals can be achieved by obtaining the optimized voltage values of the generator, the transformer tap changing positions, and the reactive compensation. In order to evaluate the ability of the proposed algorithm to obtain ORPD problem solutions, the results of the proposed CTFWO algorithm are compared with different algorithms, including artificial ecosystem-based optimization (AEO), the equilibrium optimizer (EO), the gradient-based optimizer (GBO), and the original turbulent flow of water-based optimization (TFWO) algorithm. These are also compared with the results of the evaluated performance of various methods that are used in many recent papers. The experimental results show that the proposed CTFWO algorithm has superior performance, and is competitive with many state-of-the-art algorithms outlined in some of the recent studies in terms of solution accuracy, convergence rate, and stability.https://www.mdpi.com/2227-7390/10/3/346optimal reactive power dispatchchaotic mapsturbulent flow of water-based optimizationreal power lossvoltage deviation |
| spellingShingle | Ahmed M. Abd-El Wahab Salah Kamel Mohamed H. Hassan Mohamed I. Mosaad Tarek A. AbdulFattah Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization Algorithm Mathematics optimal reactive power dispatch chaotic maps turbulent flow of water-based optimization real power loss voltage deviation |
| title | Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization Algorithm |
| title_full | Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization Algorithm |
| title_fullStr | Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization Algorithm |
| title_full_unstemmed | Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization Algorithm |
| title_short | Optimal Reactive Power Dispatch Using a Chaotic Turbulent Flow of Water-Based Optimization Algorithm |
| title_sort | optimal reactive power dispatch using a chaotic turbulent flow of water based optimization algorithm |
| topic | optimal reactive power dispatch chaotic maps turbulent flow of water-based optimization real power loss voltage deviation |
| url | https://www.mdpi.com/2227-7390/10/3/346 |
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