Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of Sensors
The reduction in operating and maintenance costs of wind farms is a fundamental element to guarantee the competitiveness and growth of the wind market. Wind turbines are highly dynamic structures prone to wear during their lifetime. Therefore, dynamic monitoring systems represent an excellent option...
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doaj-f89b4d3de9b041ce91535bba6017cc5b2021-01-16T00:02:40ZengMDPI AGEnergies1996-10732021-01-011444144110.3390/en14020441Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of SensorsJoão Pacheco0Gustavo Oliveira1Filipe Magalhães2Carlos Moutinho3Álvaro Cunha4Construct-ViBest, Faculty of Engineering (FEUP), University of Porto, 4200-465 Porto, PortugalConstruct-ViBest, Faculty of Engineering (FEUP), University of Porto, 4200-465 Porto, PortugalConstruct-ViBest, Faculty of Engineering (FEUP), University of Porto, 4200-465 Porto, PortugalConstruct-ViBest, Faculty of Engineering (FEUP), University of Porto, 4200-465 Porto, PortugalConstruct-ViBest, Faculty of Engineering (FEUP), University of Porto, 4200-465 Porto, PortugalThe reduction in operating and maintenance costs of wind farms is a fundamental element to guarantee the competitiveness and growth of the wind market. Wind turbines are highly dynamic structures prone to wear during their lifetime. Therefore, dynamic monitoring systems represent an excellent option to continuously evaluate their structural conditions. These systems allow early detection of damages, permit a proactive response, minimising downtime, and maximising productivity. In this context, the present paper describes the main results obtained with alternative instrumentation strategies tested in a 2.0 MW onshore wind turbine to reduce the costs of the monitoring equipment and at the same time ensure an adequate accuracy in structural condition evaluation. The data processing strategy encompasses the use of operational modal analysis combined with algorithms that deal with the particularities of operation of the wind turbines to continuously track the main vibration modes. After this automated online identification, the influence of the environmental and operating conditions on the tracked natural frequencies is mitigated, making the detection of abnormal variations of the natural frequencies possible, which might flag the appearance of damage. A database of continuously collected acceleration time series during one year is adopted to test the efficiency of alternative monitoring system layouts in detecting simulated damage scenarios. The tested alternative monitoring layouts present a varying number of sensors, alternative distributions in the wind turbine tower, and different sensor noise levels.https://www.mdpi.com/1996-1073/14/2/441onshore wind turbineoperational modal analysisdamage detectionmonitoring layoutssensors noise |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
João Pacheco Gustavo Oliveira Filipe Magalhães Carlos Moutinho Álvaro Cunha |
spellingShingle |
João Pacheco Gustavo Oliveira Filipe Magalhães Carlos Moutinho Álvaro Cunha Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of Sensors Energies onshore wind turbine operational modal analysis damage detection monitoring layouts sensors noise |
author_facet |
João Pacheco Gustavo Oliveira Filipe Magalhães Carlos Moutinho Álvaro Cunha |
author_sort |
João Pacheco |
title |
Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of Sensors |
title_short |
Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of Sensors |
title_full |
Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of Sensors |
title_fullStr |
Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of Sensors |
title_full_unstemmed |
Vibration-Based Monitoring of Wind Turbines: Influence of Layout and Noise of Sensors |
title_sort |
vibration-based monitoring of wind turbines: influence of layout and noise of sensors |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2021-01-01 |
description |
The reduction in operating and maintenance costs of wind farms is a fundamental element to guarantee the competitiveness and growth of the wind market. Wind turbines are highly dynamic structures prone to wear during their lifetime. Therefore, dynamic monitoring systems represent an excellent option to continuously evaluate their structural conditions. These systems allow early detection of damages, permit a proactive response, minimising downtime, and maximising productivity. In this context, the present paper describes the main results obtained with alternative instrumentation strategies tested in a 2.0 MW onshore wind turbine to reduce the costs of the monitoring equipment and at the same time ensure an adequate accuracy in structural condition evaluation. The data processing strategy encompasses the use of operational modal analysis combined with algorithms that deal with the particularities of operation of the wind turbines to continuously track the main vibration modes. After this automated online identification, the influence of the environmental and operating conditions on the tracked natural frequencies is mitigated, making the detection of abnormal variations of the natural frequencies possible, which might flag the appearance of damage. A database of continuously collected acceleration time series during one year is adopted to test the efficiency of alternative monitoring system layouts in detecting simulated damage scenarios. The tested alternative monitoring layouts present a varying number of sensors, alternative distributions in the wind turbine tower, and different sensor noise levels. |
topic |
onshore wind turbine operational modal analysis damage detection monitoring layouts sensors noise |
url |
https://www.mdpi.com/1996-1073/14/2/441 |
work_keys_str_mv |
AT joaopacheco vibrationbasedmonitoringofwindturbinesinfluenceoflayoutandnoiseofsensors AT gustavooliveira vibrationbasedmonitoringofwindturbinesinfluenceoflayoutandnoiseofsensors AT filipemagalhaes vibrationbasedmonitoringofwindturbinesinfluenceoflayoutandnoiseofsensors AT carlosmoutinho vibrationbasedmonitoringofwindturbinesinfluenceoflayoutandnoiseofsensors AT alvarocunha vibrationbasedmonitoringofwindturbinesinfluenceoflayoutandnoiseofsensors |
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