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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Main Authors: Mona G. Gafar, Ragab A. El-Sehiemy, Hany M. Hasanien
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8911388/
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spelling 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/
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