A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD Solution
This paper is concerned with the application of hybrid fuzzy-JAYA optimization algorithm to find the solution of non-linear optimal reactive power dispatch (ORPD) problem in power systems. The proposed hybrid optimization algorithm combines the merits of fuzzy principle and the Jaya optimizer. Fuzzi...
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doaj-fe1b1bf4421c48b3843fbdd942d0e5c22021-03-30T00:42:16ZengIEEEIEEE Access2169-35362019-01-01718207818208810.1109/ACCESS.2019.29556838911388A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD SolutionMona G. Gafar0https://orcid.org/0000-0001-7592-840XRagab A. El-Sehiemy1https://orcid.org/0000-0002-3340-4031Hany M. Hasanien2Department of Computer Science, College of Science and Humanities in Al-Sulail, Prince Sattam bin Abdulaziz University, Kharj, Saudi ArabiaElectrical Engineering Department, Faculty of Engineering, Kafrelsheikh University, Kafr El-Shaikh, EgyptElectrical Engineering Department, Faculty of Engineering and Technology, Future University in Egypt, Cairo, EgyptThis paper is concerned with the application of hybrid fuzzy-JAYA optimization algorithm to find the solution of non-linear optimal reactive power dispatch (ORPD) problem in power systems. The proposed hybrid optimization algorithm combines the merits of fuzzy principle and the Jaya optimizer. Fuzzification of the ORPD variables is employed by pseudo goal strategy. Two technical objectives are minimized individually and simultaneously to enhance the overall power systems performance. These objectives are transmission active power losses and voltage deviation at load buses. The ORPD objectives are optimized considering both inequality and equality constraints that reflect the operation needs. The hybrid fuzzy-JAYA is established as efficient optimization method that is achieving the global optimal solution. The effectiveness of the proposed hybrid algorithm for solving the ORPD problem is proven by using three standard IEEE test networks. An assessment of the proposed hybrid algorithm is carried out compared with other optimization algorithms those reported in the literature. The simulation results assure that the fuzzy Jaya hybrid algorithm leads to significant power system performance enhancement for different scale power systems.https://ieeexplore.ieee.org/document/8911388/Fuzzy logicjaya optimization algorithmhybrid strategyORPDpseudo goal strategyminimization of transmission power losses |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mona G. Gafar Ragab A. El-Sehiemy Hany M. Hasanien |
spellingShingle |
Mona G. Gafar Ragab A. El-Sehiemy Hany M. Hasanien A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD Solution IEEE Access Fuzzy logic jaya optimization algorithm hybrid strategy ORPD pseudo goal strategy minimization of transmission power losses |
author_facet |
Mona G. Gafar Ragab A. El-Sehiemy Hany M. Hasanien |
author_sort |
Mona G. Gafar |
title |
A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD Solution |
title_short |
A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD Solution |
title_full |
A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD Solution |
title_fullStr |
A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD Solution |
title_full_unstemmed |
A Novel Hybrid Fuzzy-JAYA Optimization Algorithm for Efficient ORPD Solution |
title_sort |
novel hybrid fuzzy-jaya optimization algorithm for efficient orpd solution |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
This paper is concerned with the application of hybrid fuzzy-JAYA optimization algorithm to find the solution of non-linear optimal reactive power dispatch (ORPD) problem in power systems. The proposed hybrid optimization algorithm combines the merits of fuzzy principle and the Jaya optimizer. Fuzzification of the ORPD variables is employed by pseudo goal strategy. Two technical objectives are minimized individually and simultaneously to enhance the overall power systems performance. These objectives are transmission active power losses and voltage deviation at load buses. The ORPD objectives are optimized considering both inequality and equality constraints that reflect the operation needs. The hybrid fuzzy-JAYA is established as efficient optimization method that is achieving the global optimal solution. The effectiveness of the proposed hybrid algorithm for solving the ORPD problem is proven by using three standard IEEE test networks. An assessment of the proposed hybrid algorithm is carried out compared with other optimization algorithms those reported in the literature. The simulation results assure that the fuzzy Jaya hybrid algorithm leads to significant power system performance enhancement for different scale power systems. |
topic |
Fuzzy logic jaya optimization algorithm hybrid strategy ORPD pseudo goal strategy minimization of transmission power losses |
url |
https://ieeexplore.ieee.org/document/8911388/ |
work_keys_str_mv |
AT monaggafar anovelhybridfuzzyjayaoptimizationalgorithmforefficientorpdsolution AT ragabaelsehiemy anovelhybridfuzzyjayaoptimizationalgorithmforefficientorpdsolution AT hanymhasanien anovelhybridfuzzyjayaoptimizationalgorithmforefficientorpdsolution AT monaggafar novelhybridfuzzyjayaoptimizationalgorithmforefficientorpdsolution AT ragabaelsehiemy novelhybridfuzzyjayaoptimizationalgorithmforefficientorpdsolution AT hanymhasanien novelhybridfuzzyjayaoptimizationalgorithmforefficientorpdsolution |
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