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...

Full description

Bibliographic Details
Main Authors: João Pacheco, Gustavo Oliveira, Filipe Magalhães, Carlos Moutinho, Álvaro Cunha
Format: Article
Language:English
Published: MDPI AG 2021-01-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/14/2/441
id doaj-f89b4d3de9b041ce91535bba6017cc5b
record_format Article
spelling 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
_version_ 1724336317060349952