Literature DB >> 33374850

The Influence of Climate Parameters on Maintenance of Wind Farms-A Galician Case Study.

José A Orosa1, Ángel M Costa1, Diego Vergara2, Feliciano Fraguela1.   

Abstract

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.

Entities:  

Keywords:  data mining; maintenance; moist air; sensors; weather; wind farm

Mesh:

Year:  2020        PMID: 33374850      PMCID: PMC7795566          DOI: 10.3390/s21010040

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  3 in total

1.  Aerodynamic analysis of cup anemometers performance: the stationary harmonic response.

Authors:  Santiago Pindado; Javier Cubas; Angel Sanz-Andrés
Journal:  ScientificWorldJournal       Date:  2013-12-04

2.  The cup anemometer, a fundamental meteorological instrument for the wind energy industry. Research at the IDR/UPM Institute.

Authors:  Santiago Pindado; Javier Cubas; Félix Sorribes-Palmer
Journal:  Sensors (Basel)       Date:  2014-11-12       Impact factor: 3.576

3.  Wind Gust Measurement Techniques-From Traditional Anemometry to New Possibilities.

Authors:  Irene Suomi; Timo Vihma
Journal:  Sensors (Basel)       Date:  2018-04-23       Impact factor: 3.576

  3 in total

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