Cargando…
An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators
This paper uses enhanced turbulent flow in water-based optimization (TFWO), specifically ETFWO, to achieve optimal power flow (OPF) in electrical networks that use both solar photovoltaic (PV) units and wind turbines (WTs). ETFWO is an enhanced TFWO that alters the TFWO structure through the promoti...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10480190/ https://www.ncbi.nlm.nih.gov/pubmed/37670054 http://dx.doi.org/10.1038/s41598-023-41749-3 |
_version_ | 1785101738278125568 |
---|---|
author | Zahedibialvaei, Amir Trojovský, Pavel Hesari-Shermeh, Maryam Matoušová, Ivana Trojovská, Eva Hubálovský, Štěpán |
author_facet | Zahedibialvaei, Amir Trojovský, Pavel Hesari-Shermeh, Maryam Matoušová, Ivana Trojovská, Eva Hubálovský, Štěpán |
author_sort | Zahedibialvaei, Amir |
collection | PubMed |
description | This paper uses enhanced turbulent flow in water-based optimization (TFWO), specifically ETFWO, to achieve optimal power flow (OPF) in electrical networks that use both solar photovoltaic (PV) units and wind turbines (WTs). ETFWO is an enhanced TFWO that alters the TFWO structure through the promotion of communication and collaboration. Individuals in the population now interact with each other more often, which makes it possible to search more accurately in the search area while ignoring local optimal solutions. Probabilistic models and real-time data on wind speed and solar irradiance are used to predict the power output of WT and PV producers. The OPF and solution methods are evaluated using the IEEE 30-bus network. By comparing ETFWO to analogical other optimization techniques applied to the same groups of constraints, control variables, and system data, we can gauge the algorithm’s robustness and efficiency in solving OPF. It is shown in this paper that the proposed ETFWO algorithm can provide suitable solutions to OPF problems in electrical networks with integrated PV units and WTs in terms of energy generation costs, improved voltage profiles, emissions, and losses, compared to the traditional TFWO and other proposed algorithms in recent studies. |
format | Online Article Text |
id | pubmed-10480190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-104801902023-09-07 An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators Zahedibialvaei, Amir Trojovský, Pavel Hesari-Shermeh, Maryam Matoušová, Ivana Trojovská, Eva Hubálovský, Štěpán Sci Rep Article This paper uses enhanced turbulent flow in water-based optimization (TFWO), specifically ETFWO, to achieve optimal power flow (OPF) in electrical networks that use both solar photovoltaic (PV) units and wind turbines (WTs). ETFWO is an enhanced TFWO that alters the TFWO structure through the promotion of communication and collaboration. Individuals in the population now interact with each other more often, which makes it possible to search more accurately in the search area while ignoring local optimal solutions. Probabilistic models and real-time data on wind speed and solar irradiance are used to predict the power output of WT and PV producers. The OPF and solution methods are evaluated using the IEEE 30-bus network. By comparing ETFWO to analogical other optimization techniques applied to the same groups of constraints, control variables, and system data, we can gauge the algorithm’s robustness and efficiency in solving OPF. It is shown in this paper that the proposed ETFWO algorithm can provide suitable solutions to OPF problems in electrical networks with integrated PV units and WTs in terms of energy generation costs, improved voltage profiles, emissions, and losses, compared to the traditional TFWO and other proposed algorithms in recent studies. Nature Publishing Group UK 2023-09-05 /pmc/articles/PMC10480190/ /pubmed/37670054 http://dx.doi.org/10.1038/s41598-023-41749-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Zahedibialvaei, Amir Trojovský, Pavel Hesari-Shermeh, Maryam Matoušová, Ivana Trojovská, Eva Hubálovský, Štěpán An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators |
title | An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators |
title_full | An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators |
title_fullStr | An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators |
title_full_unstemmed | An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators |
title_short | An enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators |
title_sort | enhanced turbulent flow of water-based optimization for optimal power flow of power system integrated wind turbine and solar photovoltaic generators |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10480190/ https://www.ncbi.nlm.nih.gov/pubmed/37670054 http://dx.doi.org/10.1038/s41598-023-41749-3 |
work_keys_str_mv | AT zahedibialvaeiamir anenhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT trojovskypavel anenhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT hesarishermehmaryam anenhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT matousovaivana anenhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT trojovskaeva anenhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT hubalovskystepan anenhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT zahedibialvaeiamir enhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT trojovskypavel enhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT hesarishermehmaryam enhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT matousovaivana enhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT trojovskaeva enhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators AT hubalovskystepan enhancedturbulentflowofwaterbasedoptimizationforoptimalpowerflowofpowersystemintegratedwindturbineandsolarphotovoltaicgenerators |