A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution Networks
As a mean to provide reactive power compensation to radial distribution networks, capacitor banks are commonly installed within these electrical distribution systems. When properly allocated, capacitor banks provide several benefits, including an improvement on the feeder’s voltage profil...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2018-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/8457499/ |
_version_ | 1830379956506460160 |
---|---|
author | Primitivo Diaz Marco Perez-Cisneros Erik Cuevas Octavio Camarena Fernando Abraham Fausto Martinez Adrian Gonzalez |
author_facet | Primitivo Diaz Marco Perez-Cisneros Erik Cuevas Octavio Camarena Fernando Abraham Fausto Martinez Adrian Gonzalez |
author_sort | Primitivo Diaz |
collection | DOAJ |
description | As a mean to provide reactive power compensation to radial distribution networks, capacitor banks are commonly installed within these electrical distribution systems. When properly allocated, capacitor banks provide several benefits, including an improvement on the feeder’s voltage profile and significant reductions on power loss, which, in turn, leads to important amounts of energy savings and cost reductions. This formulation is known in the literature as optimal capacitor placement (OCP) problem. From an optimization perspective, OCP is considered remarkably complex due to its high multi-modality, discontinuity, and non-linearity. In this paper, the swarm optimization algorithm known as locust search (LS) is proposed for solving the OCP problem. The proposed approach has been tested by considering several IEEE’s radial distribution test systems, and its performance has also been compared against that of other techniques currently reported on the literature to solve the OCP problem. Our experimental results suggest that the proposed LS-based method is able to competitively solve the OCP problem in terms of accuracy and robustness. |
first_indexed | 2024-12-20T09:20:01Z |
format | Article |
id | doaj.art-ae9e8bcaf5124d6ba41603ee98018668 |
institution | Directory Open Access Journal |
issn | 2169-3536 |
language | English |
last_indexed | 2024-12-20T09:20:01Z |
publishDate | 2018-01-01 |
publisher | IEEE |
record_format | Article |
series | IEEE Access |
spelling | doaj.art-ae9e8bcaf5124d6ba41603ee980186682022-12-21T19:45:19ZengIEEEIEEE Access2169-35362018-01-016494984951210.1109/ACCESS.2018.28688148457499A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution NetworksPrimitivo Diaz0https://orcid.org/0000-0002-2571-1525Marco Perez-Cisneros1Erik Cuevas2Octavio Camarena3Fernando Abraham Fausto Martinez4Adrian Gonzalez5Departamento de Electrónica, Universidad de Guadalajara, CUCEI, Guadalajara, MéxicoDepartamento de Electrónica, Universidad de Guadalajara, CUCEI, Guadalajara, MéxicoDepartamento de Electrónica, Universidad de Guadalajara, CUCEI, Guadalajara, MéxicoDepartamento de Electrónica, Universidad de Guadalajara, CUCEI, Guadalajara, MéxicoDepartamento de Electrónica, Universidad de Guadalajara, CUCEI, Guadalajara, MéxicoDepartamento de Electrónica, Universidad de Guadalajara, CUCEI, Guadalajara, MéxicoAs a mean to provide reactive power compensation to radial distribution networks, capacitor banks are commonly installed within these electrical distribution systems. When properly allocated, capacitor banks provide several benefits, including an improvement on the feeder’s voltage profile and significant reductions on power loss, which, in turn, leads to important amounts of energy savings and cost reductions. This formulation is known in the literature as optimal capacitor placement (OCP) problem. From an optimization perspective, OCP is considered remarkably complex due to its high multi-modality, discontinuity, and non-linearity. In this paper, the swarm optimization algorithm known as locust search (LS) is proposed for solving the OCP problem. The proposed approach has been tested by considering several IEEE’s radial distribution test systems, and its performance has also been compared against that of other techniques currently reported on the literature to solve the OCP problem. Our experimental results suggest that the proposed LS-based method is able to competitively solve the OCP problem in terms of accuracy and robustness.https://ieeexplore.ieee.org/document/8457499/Locust search algorithmoptimal capacitor placementradial distribution networks |
spellingShingle | Primitivo Diaz Marco Perez-Cisneros Erik Cuevas Octavio Camarena Fernando Abraham Fausto Martinez Adrian Gonzalez A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution Networks IEEE Access Locust search algorithm optimal capacitor placement radial distribution networks |
title | A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution Networks |
title_full | A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution Networks |
title_fullStr | A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution Networks |
title_full_unstemmed | A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution Networks |
title_short | A Swarm Approach for Improving Voltage Profiles and Reduce Power Loss on Electrical Distribution Networks |
title_sort | swarm approach for improving voltage profiles and reduce power loss on electrical distribution networks |
topic | Locust search algorithm optimal capacitor placement radial distribution networks |
url | https://ieeexplore.ieee.org/document/8457499/ |
work_keys_str_mv | AT primitivodiaz aswarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT marcoperezcisneros aswarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT erikcuevas aswarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT octaviocamarena aswarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT fernandoabrahamfaustomartinez aswarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT adriangonzalez aswarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT primitivodiaz swarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT marcoperezcisneros swarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT erikcuevas swarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT octaviocamarena swarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT fernandoabrahamfaustomartinez swarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks AT adriangonzalez swarmapproachforimprovingvoltageprofilesandreducepowerlossonelectricaldistributionnetworks |