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The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study
There are different monitoring procedures in wind farms with two main objectives: (i) to improve energy production by the capability of the national electrical network and (ii) to reduce the stooped hours due to preventive and or corrective maintenance activities. In this sense, different sensors ar...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7795566/ https://www.ncbi.nlm.nih.gov/pubmed/33374850 http://dx.doi.org/10.3390/s21010040 |
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author | Orosa, José A. Costa, Ángel M. Vergara, Diego Fraguela, Feliciano |
author_facet | Orosa, José A. Costa, Ángel M. Vergara, Diego Fraguela, Feliciano |
author_sort | Orosa, José A. |
collection | PubMed |
description | There are different monitoring procedures in wind farms with two main objectives: (i) to improve energy production by the capability of the national electrical network and (ii) to reduce the stooped hours due to preventive and or corrective maintenance activities. In this sense, different sensors are employed to sample in real-time the working conditions of equipment, the electrical production and the weather conditions. Despite this, just the anemometer measurement can be related to the more important errors of interruption of power regulation and anemometer errors. Both errors are related to gusty winds and contribute to more than 33% of the cost of a wind farm. The present paper reports some mathematical relations between weather and maintenance but there are no extreme values of each variable that let us predict a near failure and its corresponding loss of working hours. To achieve this, statistical analysis identifies the relation between weather variables and errors and different models are obtained. What is more, due to the difficulty and economic implications involving the implementation of complex algorithms and techniques of artificial intelligence, it is still a challenge to optimize this process. Finally, the obtained results show a particular case study that can be extrapolated to other wind farms after different case studies to adjust the model to different weather regions, and serve as a useful tool for weather maintenance. |
format | Online Article Text |
id | pubmed-7795566 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-77955662021-01-10 The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study Orosa, José A. Costa, Ángel M. Vergara, Diego Fraguela, Feliciano Sensors (Basel) Article There are different monitoring procedures in wind farms with two main objectives: (i) to improve energy production by the capability of the national electrical network and (ii) to reduce the stooped hours due to preventive and or corrective maintenance activities. In this sense, different sensors are employed to sample in real-time the working conditions of equipment, the electrical production and the weather conditions. Despite this, just the anemometer measurement can be related to the more important errors of interruption of power regulation and anemometer errors. Both errors are related to gusty winds and contribute to more than 33% of the cost of a wind farm. The present paper reports some mathematical relations between weather and maintenance but there are no extreme values of each variable that let us predict a near failure and its corresponding loss of working hours. To achieve this, statistical analysis identifies the relation between weather variables and errors and different models are obtained. What is more, due to the difficulty and economic implications involving the implementation of complex algorithms and techniques of artificial intelligence, it is still a challenge to optimize this process. Finally, the obtained results show a particular case study that can be extrapolated to other wind farms after different case studies to adjust the model to different weather regions, and serve as a useful tool for weather maintenance. MDPI 2020-12-23 /pmc/articles/PMC7795566/ /pubmed/33374850 http://dx.doi.org/10.3390/s21010040 Text en © 2020 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 Orosa, José A. Costa, Ángel M. Vergara, Diego Fraguela, Feliciano The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study |
title | The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study |
title_full | The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study |
title_fullStr | The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study |
title_full_unstemmed | The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study |
title_short | The Influence of Climate Parameters on Maintenance of Wind Farms—A Galician Case Study |
title_sort | influence of climate parameters on maintenance of wind farms—a galician case study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7795566/ https://www.ncbi.nlm.nih.gov/pubmed/33374850 http://dx.doi.org/10.3390/s21010040 |
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