Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed Generation

In a radial distribution network integrated with distributed generation (DG), frequency and voltage instability could occur due to grid disconnection, which would result in an islanded network. This paper proposes an optimal load shedding scheme to balance the electricity demand and the generated po...

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Main Authors: Jafar Jallad, Saad Mekhilef, Hazlie Mokhlis, Javed Laghari, Ola Badran
Format: Article
Language:English
Published: MDPI AG 2018-05-01
Series:Energies
Subjects:
Online Access:http://www.mdpi.com/1996-1073/11/5/1134
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spelling doaj-323fc10619d242e7a19e2c58f59701612020-11-24T21:56:00ZengMDPI AGEnergies1996-10732018-05-01115113410.3390/en11051134en11051134Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed GenerationJafar Jallad0Saad Mekhilef1Hazlie Mokhlis2Javed Laghari3Ola Badran4Power Electronics and Renewable Energy Research Laboratory (PEARL), Department of Electrical Engineering, University of Malaya, Kuala Lumpur 50603, MalaysiaPower Electronics and Renewable Energy Research Laboratory (PEARL), Department of Electrical Engineering, University of Malaya, Kuala Lumpur 50603, MalaysiaDepartment of Electrical Engineering, University of Malaya, Kuala Lumpur 50603, MalaysiaDepartment of electrical engineering, Quaid-e-Awam University of Engineering Science and Technology, QUEST, Nawabshah, Sindh 67450, PakistanPower Electronics and Renewable Energy Research Laboratory (PEARL), Department of Electrical Engineering, University of Malaya, Kuala Lumpur 50603, MalaysiaIn a radial distribution network integrated with distributed generation (DG), frequency and voltage instability could occur due to grid disconnection, which would result in an islanded network. This paper proposes an optimal load shedding scheme to balance the electricity demand and the generated power of DGs. The integration of the Firefly Algorithm and Particle Swarm Optimization (FAPSO) is proposed for the application of the planned load shedding and under frequency load shedding (UFLS) scheme. In planning mode, the hybrid optimization maximizes the amount of load remaining and improves the voltage profile of load buses within allowable limits. Moreover, the hybrid optimization can be used in UFLS scheme to identify the optimal combination of loads that need to be shed from a network in operation mode. In order to assess the capabilities of the hybrid optimization, the IEEE 33-bus radial distribution system and part of the Malaysian distribution network with different types of DGs were used. The response of the proposed optimization method in planning and operation were compared with other optimization techniques. The simulation results confirmed the effectiveness of the proposed hybrid optimization in planning mode and demonstrated that the proposed UFLS scheme is quick enough to restore the system frequency without overshooting in less execution time.http://www.mdpi.com/1996-1073/11/5/1134load shedding techniquevoltage stability indexislandingdistribution networkfirefly algorithmparticle swarm optimization
collection DOAJ
language English
format Article
sources DOAJ
author Jafar Jallad
Saad Mekhilef
Hazlie Mokhlis
Javed Laghari
Ola Badran
spellingShingle Jafar Jallad
Saad Mekhilef
Hazlie Mokhlis
Javed Laghari
Ola Badran
Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed Generation
Energies
load shedding technique
voltage stability index
islanding
distribution network
firefly algorithm
particle swarm optimization
author_facet Jafar Jallad
Saad Mekhilef
Hazlie Mokhlis
Javed Laghari
Ola Badran
author_sort Jafar Jallad
title Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed Generation
title_short Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed Generation
title_full Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed Generation
title_fullStr Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed Generation
title_full_unstemmed Application of Hybrid Meta-Heuristic Techniques for Optimal Load Shedding Planning and Operation in an Islanded Distribution Network Integrated with Distributed Generation
title_sort application of hybrid meta-heuristic techniques for optimal load shedding planning and operation in an islanded distribution network integrated with distributed generation
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2018-05-01
description In a radial distribution network integrated with distributed generation (DG), frequency and voltage instability could occur due to grid disconnection, which would result in an islanded network. This paper proposes an optimal load shedding scheme to balance the electricity demand and the generated power of DGs. The integration of the Firefly Algorithm and Particle Swarm Optimization (FAPSO) is proposed for the application of the planned load shedding and under frequency load shedding (UFLS) scheme. In planning mode, the hybrid optimization maximizes the amount of load remaining and improves the voltage profile of load buses within allowable limits. Moreover, the hybrid optimization can be used in UFLS scheme to identify the optimal combination of loads that need to be shed from a network in operation mode. In order to assess the capabilities of the hybrid optimization, the IEEE 33-bus radial distribution system and part of the Malaysian distribution network with different types of DGs were used. The response of the proposed optimization method in planning and operation were compared with other optimization techniques. The simulation results confirmed the effectiveness of the proposed hybrid optimization in planning mode and demonstrated that the proposed UFLS scheme is quick enough to restore the system frequency without overshooting in less execution time.
topic load shedding technique
voltage stability index
islanding
distribution network
firefly algorithm
particle swarm optimization
url http://www.mdpi.com/1996-1073/11/5/1134
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