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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2016
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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 |
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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 |
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