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      Adaptive frequency control in smart microgrid using controlled loads supported by real-time implementation

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          Abstract

          The operation of the system’s frequency can be strongly impacted by load change, solar irradiation, wind disturbance, and system parametric uncertainty. In this paper, the application of an adaptive controller based on a hybrid Jaya-Balloon optimizer (JBO) for frequency oscillation mitigation in a single area smart μG system is studied. The proposed adaptive control approach is applied to control the flexible loads such as HPs and EVs by using the JBO which efficiently controls the system frequency. The suggested technique uses the power balance equation to provide a dynamic output feedback controller. The main target is to regulate the frequency and power of an islanded single area μG powered by a PV and a diesel generator with integrations of smart bidirectional loads (HPs and EVs) that are controlled by the proposed adaptive controller in presence of electrical random loads. Moreover, the JBO is designed to minimize the effect of the system load disturbance and parameter variations. For a better assessment, the proposed controller using JBO technique is compared with two other methods which are the coefficient diagram method (CDM) and adaptive one using classical the Jaya technique. In the obtained results, the frequency deviation is found as 0.0015 Hz, which is fully acceptable and in the range of the IEEE standards. The MATLAB simulation results reveal that the suggested technique has a substantial advantage over other techniques in terms of frequency stability in the face of concurrent disturbances and parameter uncertainties. The real-time simulation tests are presented using a dSPACE DS1103 connected to another PC via QUARC pid_e data acquisition card and confirmed the MATLAB simulation results.

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          Most cited references40

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          Jaya: A simple and new optimization algorithm for solving constrained and unconstrained optimization problems

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            Energy management system optimization in islanded microgrids: An overview and future trends

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              An Intensive and Comprehensive Overview of JAYA Algorithm, its Versions and Applications

              In this review paper, JAYA algorithm, which is a recent population-based algorithm is intensively overviewed. The JAYA algorithm combines the survival of the fittest principle from evolutionary algorithms as well as the global optimal solution attractions of Swarm Intelligence methods. Initially, the optimization model and convergence characteristics of JAYA algorithm are carefully analyzed. Thereafter, the proposed versions of JAYA algorithm have been surveyed such as modified, binary, hybridized, parallel, chaotic, multi-objective and others. The various applications tackled using relevant versions of JAYA algorithm are also discussed and summarized based on several problem domains. Furthermore, the open sources code of JAYA algorithm are identified to provide enrich resources for JAYA research communities. The critical analysis of JAYA algorithm reveals its advantages and limitations in dealing with optimization problems. Finally, the paper ends up with conclusion and possible future enhancements suggested to improve the performance of JAYA algorithm. The reader of this overview will determine the best domains and applications used by JAYA algorithm and can justify their JAYA-related contributions.
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                Author and article information

                Contributors
                Role: MethodologyRole: ValidationRole: Writing – review & editing
                Role: MethodologyRole: SoftwareRole: Validation
                Role: ConceptualizationRole: MethodologyRole: Project administrationRole: Writing – original draftRole: Writing – review & editing
                Role: Data curationRole: MethodologyRole: Writing – review & editing
                Role: SupervisionRole: ValidationRole: Writing – review & editing
                Role: MethodologyRole: Project administrationRole: SoftwareRole: ValidationRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS One
                plos
                PLOS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                2023
                12 April 2023
                : 18
                : 4
                : e0283561
                Affiliations
                [1 ] Department of Electrical Engineering, Faculty of Energy Engineering, Aswan University, Aswan, Egypt
                [2 ] Higher Colleges of Technology, HCT, Abu Dhabi, UAE
                [3 ] Arab Academy for Science, Technology and Maritime Transport, South Valley Branch, Aswan, Egypt
                J.C. Bose University of Science and Technology, YMCA, INDIA, INDIA
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                Author information
                https://orcid.org/0000-0002-7985-0467
                https://orcid.org/0000-0003-1753-7309
                https://orcid.org/0000-0002-2460-1850
                Article
                PONE-D-22-27803
                10.1371/journal.pone.0283561
                10096276
                37043463
                92e33a72-7fcb-4fb0-bbaa-199cd3de1d9b
                © 2023 Ewais et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 27 October 2022
                : 10 March 2023
                Page count
                Figures: 14, Tables: 3, Pages: 19
                Funding
                The author(s) received no specific funding for this work.
                Categories
                Research Article
                Computer and Information Sciences
                Data Acquisition
                Engineering and Technology
                Industrial Engineering
                Control Engineering
                Control Systems
                Computer and Information Sciences
                Systems Science
                Control Systems
                Physical Sciences
                Mathematics
                Systems Science
                Control Systems
                Physical Sciences
                Mathematics
                Applied Mathematics
                Algorithms
                Research and Analysis Methods
                Simulation and Modeling
                Algorithms
                Engineering and Technology
                Energy and Power
                Alternative Energy
                Wind Power
                Research and Analysis Methods
                Simulation and Modeling
                Engineering and Technology
                Energy and Power
                Alternative Energy
                Photovoltaic Power
                Physical Sciences
                Mathematics
                Optimization
                Physical Sciences
                Physics
                Classical Mechanics
                Motion
                Inertia
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                All relevant data are within the paper.

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