Cargando…

Power Performance Verification of a Wind Farm Using the Friedman’s Test

In this paper, a method of verification of the power performance of a wind farm is presented. This method is based on the Friedman’s test, which is a nonparametric statistical inference technique, and it uses the information that is collected by the SCADA system from the sensors embedded in the wind...

Descripción completa

Detalles Bibliográficos
Autores principales: Hernandez, Wilmar, López-Presa, José Luis, Maldonado-Correa, Jorge L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4934242/
https://www.ncbi.nlm.nih.gov/pubmed/27271628
http://dx.doi.org/10.3390/s16060816
_version_ 1782441302948839424
author Hernandez, Wilmar
López-Presa, José Luis
Maldonado-Correa, Jorge L.
author_facet Hernandez, Wilmar
López-Presa, José Luis
Maldonado-Correa, Jorge L.
author_sort Hernandez, Wilmar
collection PubMed
description In this paper, a method of verification of the power performance of a wind farm is presented. This method is based on the Friedman’s test, which is a nonparametric statistical inference technique, and it uses the information that is collected by the SCADA system from the sensors embedded in the wind turbines in order to carry out the power performance verification of a wind farm. Here, the guaranteed power curve of the wind turbines is used as one more wind turbine of the wind farm under assessment, and a multiple comparison method is used to investigate differences between pairs of wind turbines with respect to their power performance. The proposed method says whether the power performance of the specific wind farm under assessment differs significantly from what would be expected, and it also allows wind farm owners to know whether their wind farm has either a perfect power performance or an acceptable power performance. Finally, the power performance verification of an actual wind farm is carried out. The results of the application of the proposed method showed that the power performance of the specific wind farm under assessment was acceptable.
format Online
Article
Text
id pubmed-4934242
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-49342422016-07-06 Power Performance Verification of a Wind Farm Using the Friedman’s Test Hernandez, Wilmar López-Presa, José Luis Maldonado-Correa, Jorge L. Sensors (Basel) Article In this paper, a method of verification of the power performance of a wind farm is presented. This method is based on the Friedman’s test, which is a nonparametric statistical inference technique, and it uses the information that is collected by the SCADA system from the sensors embedded in the wind turbines in order to carry out the power performance verification of a wind farm. Here, the guaranteed power curve of the wind turbines is used as one more wind turbine of the wind farm under assessment, and a multiple comparison method is used to investigate differences between pairs of wind turbines with respect to their power performance. The proposed method says whether the power performance of the specific wind farm under assessment differs significantly from what would be expected, and it also allows wind farm owners to know whether their wind farm has either a perfect power performance or an acceptable power performance. Finally, the power performance verification of an actual wind farm is carried out. The results of the application of the proposed method showed that the power performance of the specific wind farm under assessment was acceptable. MDPI 2016-06-03 /pmc/articles/PMC4934242/ /pubmed/27271628 http://dx.doi.org/10.3390/s16060816 Text en © 2016 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC-BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hernandez, Wilmar
López-Presa, José Luis
Maldonado-Correa, Jorge L.
Power Performance Verification of a Wind Farm Using the Friedman’s Test
title Power Performance Verification of a Wind Farm Using the Friedman’s Test
title_full Power Performance Verification of a Wind Farm Using the Friedman’s Test
title_fullStr Power Performance Verification of a Wind Farm Using the Friedman’s Test
title_full_unstemmed Power Performance Verification of a Wind Farm Using the Friedman’s Test
title_short Power Performance Verification of a Wind Farm Using the Friedman’s Test
title_sort power performance verification of a wind farm using the friedman’s test
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4934242/
https://www.ncbi.nlm.nih.gov/pubmed/27271628
http://dx.doi.org/10.3390/s16060816
work_keys_str_mv AT hernandezwilmar powerperformanceverificationofawindfarmusingthefriedmanstest
AT lopezpresajoseluis powerperformanceverificationofawindfarmusingthefriedmanstest
AT maldonadocorreajorgel powerperformanceverificationofawindfarmusingthefriedmanstest