Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients

AbstractLow energy inertia, a high penetration level of renewable energy sources, and a large ratio of power deviations in a small power transmission system have put microgrid frequency at risk of instability. Based on the close coupling between microgrid frequency and system security requirements,...

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Main Authors: Rezvan Mansoori Seresht, Mohsen Miri, Mohammad Zand, Morteza Azimi Nasab, P. Sanjeevikumar, Baseem Khan
Format: Article
Language:English
Published: Taylor & Francis Group 2023-12-01
Series:Cogent Engineering
Subjects:
Online Access:https://www.tandfonline.com/doi/10.1080/23311916.2022.2157982
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author Rezvan Mansoori Seresht
Mohsen Miri
Mohammad Zand
Morteza Azimi Nasab
P. Sanjeevikumar
Baseem Khan
author_facet Rezvan Mansoori Seresht
Mohsen Miri
Mohammad Zand
Morteza Azimi Nasab
P. Sanjeevikumar
Baseem Khan
author_sort Rezvan Mansoori Seresht
collection DOAJ
description AbstractLow energy inertia, a high penetration level of renewable energy sources, and a large ratio of power deviations in a small power transmission system have put microgrid frequency at risk of instability. Based on the close coupling between microgrid frequency and system security requirements, providing sufficient ancillary services from cost-effective and environmentally friendly resources is a major challenge in an efficient energy management system. In this article, a fuzzy approach and a new optimization technique on the PI controller are used to solve the problem of frequency stability in the AC micro-grid in the island mode by optimising the PI-fuzzy controller parameters. The suggested modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients (MNHPSO-JTVAC) based controller’s results show that the control system has been investigated under three scenarios: load variations, RES uncertainty, white noise, and frequency correction. In terms of frequency responsiveness, the results are good when compared to traditional algorithms: The suggested design has been able to optimise the control system parameters by the proposed MNHPSO-JTVAC algorithm to solve microgrid frequency deviations caused by source uncertainty, load changes, and white noise, respectively, 0.008473, 0.01334, and 23.71, compared to classical PI control—PI, fuzzy And PI-fuzzy-GOA shows that in practical systems, this method can be considered very desirable and attractive.
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spelling doaj.art-838bc2661fc14ebea7877111ac351ded2024-02-23T15:01:40ZengTaylor & Francis GroupCogent Engineering2331-19162023-12-0110110.1080/23311916.2022.2157982Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficientsRezvan Mansoori Seresht0Mohsen Miri1Mohammad Zand2Morteza Azimi Nasab3P. Sanjeevikumar4Baseem Khan5Department of Electrical Engineering, IT and Cybernetic, University of South-Eastern Norway, Porsgrunn , NorwayDepartment of Electrical Engineering, IT and Cybernetic, University of South-Eastern Norway, Porsgrunn , NorwayDepartment of Electrical Engineering, IT and Cybernetic, University of South-Eastern Norway, Porsgrunn , NorwayDepartment of Electrical Engineering, IT and Cybernetic, University of South-Eastern Norway, Porsgrunn , NorwayDepartment of Electrical Engineering, IT and Cybernetic, University of South-Eastern Norway, Porsgrunn , NorwayDepartment of Electrical and Computer Engineering, Hawassa University, Hawassa, EthiopiaAbstractLow energy inertia, a high penetration level of renewable energy sources, and a large ratio of power deviations in a small power transmission system have put microgrid frequency at risk of instability. Based on the close coupling between microgrid frequency and system security requirements, providing sufficient ancillary services from cost-effective and environmentally friendly resources is a major challenge in an efficient energy management system. In this article, a fuzzy approach and a new optimization technique on the PI controller are used to solve the problem of frequency stability in the AC micro-grid in the island mode by optimising the PI-fuzzy controller parameters. The suggested modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients (MNHPSO-JTVAC) based controller’s results show that the control system has been investigated under three scenarios: load variations, RES uncertainty, white noise, and frequency correction. In terms of frequency responsiveness, the results are good when compared to traditional algorithms: The suggested design has been able to optimise the control system parameters by the proposed MNHPSO-JTVAC algorithm to solve microgrid frequency deviations caused by source uncertainty, load changes, and white noise, respectively, 0.008473, 0.01334, and 23.71, compared to classical PI control—PI, fuzzy And PI-fuzzy-GOA shows that in practical systems, this method can be considered very desirable and attractive.https://www.tandfonline.com/doi/10.1080/23311916.2022.2157982Load changeswhite noisefrequency responsePI controlMNHPSO-JTVAC algorithm
spellingShingle Rezvan Mansoori Seresht
Mohsen Miri
Mohammad Zand
Morteza Azimi Nasab
P. Sanjeevikumar
Baseem Khan
Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients
Cogent Engineering
Load changes
white noise
frequency response
PI control
MNHPSO-JTVAC algorithm
title Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients
title_full Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients
title_fullStr Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients
title_full_unstemmed Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients
title_short Frequency control scheme of an AC Islanded microgrid based on modified new self-organizing hierarchical PSO with jumping time-varying acceleration coefficients
title_sort frequency control scheme of an ac islanded microgrid based on modified new self organizing hierarchical pso with jumping time varying acceleration coefficients
topic Load changes
white noise
frequency response
PI control
MNHPSO-JTVAC algorithm
url https://www.tandfonline.com/doi/10.1080/23311916.2022.2157982
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