Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth

This article presents a combination of particle swarm optimization (PSO) algorithm and the backward/forward sweep power flow (BFSPF) approach to determine the optimal bus location and size of distributed generation (DG) in a radial distribution network (RDN) considering the load growth. The analysis...

Full description

Bibliographic Details
Main Authors: Muhammad Al Amin, Abdullah, Norhafidzah, Mohd Saad, Mohammad Fadhil, Abas, Norazila, Jaalam, Ali, Abid
Format: Conference or Workshop Item
Language:English
English
Published: Springer Science and Business Media Deutschland GmbH 2022
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/39845/1/Optimization%20of%20Radial%20Distribution%20Network%20with%20Distributed%20Generation.pdf
http://umpir.ump.edu.my/id/eprint/39845/2/Optimization%20of%20radial%20distribution%20network%20with%20distributed%20generation%20using%20particle%20swarm%20optimization%20considering%20load%20growth_ABS%202.pdf
_version_ 1796996136957902848
author Muhammad Al Amin, Abdullah
Norhafidzah, Mohd Saad
Mohammad Fadhil, Abas
Norazila, Jaalam
Ali, Abid
author_facet Muhammad Al Amin, Abdullah
Norhafidzah, Mohd Saad
Mohammad Fadhil, Abas
Norazila, Jaalam
Ali, Abid
author_sort Muhammad Al Amin, Abdullah
collection UMP
description This article presents a combination of particle swarm optimization (PSO) algorithm and the backward/forward sweep power flow (BFSPF) approach to determine the optimal bus location and size of distributed generation (DG) in a radial distribution network (RDN) considering the load growth. The analysis of the proposed optimization framework is performed using MATLAB and tested on the 33–bus RDN subject to minimize the power losses. The solutions accomplished through the experiments considering four case studies show significant reductions in the system’s total power loss and improvement in desired bus voltage profiles. With the installation of DG, the percentage of reduction in power loss is 47.38% compared to the system’s power loss without DG. The DG size and location to be installed are determined at the 6th bus location with 2.59 MW. The results show that power losses will increase with the increase in load demand. The findings reveal that load growth does not influence the optimal location of the DG. However, the sizes of DGs need to be revised when considering growth in load conditions.
first_indexed 2024-03-06T13:12:31Z
format Conference or Workshop Item
id UMPir39845
institution Universiti Malaysia Pahang
language English
English
last_indexed 2024-03-06T13:12:31Z
publishDate 2022
publisher Springer Science and Business Media Deutschland GmbH
record_format dspace
spelling UMPir398452024-01-03T01:54:34Z http://umpir.ump.edu.my/id/eprint/39845/ Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth Muhammad Al Amin, Abdullah Norhafidzah, Mohd Saad Mohammad Fadhil, Abas Norazila, Jaalam Ali, Abid T Technology (General) TA Engineering (General). Civil engineering (General) TK Electrical engineering. Electronics Nuclear engineering This article presents a combination of particle swarm optimization (PSO) algorithm and the backward/forward sweep power flow (BFSPF) approach to determine the optimal bus location and size of distributed generation (DG) in a radial distribution network (RDN) considering the load growth. The analysis of the proposed optimization framework is performed using MATLAB and tested on the 33–bus RDN subject to minimize the power losses. The solutions accomplished through the experiments considering four case studies show significant reductions in the system’s total power loss and improvement in desired bus voltage profiles. With the installation of DG, the percentage of reduction in power loss is 47.38% compared to the system’s power loss without DG. The DG size and location to be installed are determined at the 6th bus location with 2.59 MW. The results show that power losses will increase with the increase in load demand. The findings reveal that load growth does not influence the optimal location of the DG. However, the sizes of DGs need to be revised when considering growth in load conditions. Springer Science and Business Media Deutschland GmbH 2022 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/39845/1/Optimization%20of%20Radial%20Distribution%20Network%20with%20Distributed%20Generation.pdf pdf en http://umpir.ump.edu.my/id/eprint/39845/2/Optimization%20of%20radial%20distribution%20network%20with%20distributed%20generation%20using%20particle%20swarm%20optimization%20considering%20load%20growth_ABS%202.pdf Muhammad Al Amin, Abdullah and Norhafidzah, Mohd Saad and Mohammad Fadhil, Abas and Norazila, Jaalam and Ali, Abid (2022) Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth. In: Lecture Notes in Electrical Engineering; 6th International Conference on Electrical, Control and Computer Engineering, InECCE 2021 , 23 August 2021 , Kuantan, Pahang. pp. 257-268., 842 (274719). ISSN 1876-1100 ISBN 978-981168689-4 https://doi.org/10.1007/978-981-16-8690-0_24
spellingShingle T Technology (General)
TA Engineering (General). Civil engineering (General)
TK Electrical engineering. Electronics Nuclear engineering
Muhammad Al Amin, Abdullah
Norhafidzah, Mohd Saad
Mohammad Fadhil, Abas
Norazila, Jaalam
Ali, Abid
Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth
title Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth
title_full Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth
title_fullStr Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth
title_full_unstemmed Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth
title_short Optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth
title_sort optimization of radial distribution network with distributed generation using particle swarm optimization considering load growth
topic T Technology (General)
TA Engineering (General). Civil engineering (General)
TK Electrical engineering. Electronics Nuclear engineering
url http://umpir.ump.edu.my/id/eprint/39845/1/Optimization%20of%20Radial%20Distribution%20Network%20with%20Distributed%20Generation.pdf
http://umpir.ump.edu.my/id/eprint/39845/2/Optimization%20of%20radial%20distribution%20network%20with%20distributed%20generation%20using%20particle%20swarm%20optimization%20considering%20load%20growth_ABS%202.pdf
work_keys_str_mv AT muhammadalaminabdullah optimizationofradialdistributionnetworkwithdistributedgenerationusingparticleswarmoptimizationconsideringloadgrowth
AT norhafidzahmohdsaad optimizationofradialdistributionnetworkwithdistributedgenerationusingparticleswarmoptimizationconsideringloadgrowth
AT mohammadfadhilabas optimizationofradialdistributionnetworkwithdistributedgenerationusingparticleswarmoptimizationconsideringloadgrowth
AT norazilajaalam optimizationofradialdistributionnetworkwithdistributedgenerationusingparticleswarmoptimizationconsideringloadgrowth
AT aliabid optimizationofradialdistributionnetworkwithdistributedgenerationusingparticleswarmoptimizationconsideringloadgrowth