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Title: Field validation of dynamic mechanical torque measurements using fiber-optic strain sensors for geared wind turbines

Journal Article · · Forschung im Ingenieurwesen

Abstract Accurate knowledge of the mechanical loads of wind turbine gearboxes has become essential in modern, highly loaded gearbox designs, as maintaining or even improving gearbox reliability with increasing torque density demands is proving to be challenging. Unfortunately, the traditional method of measuring dynamic mechanical torque using strain gauges placed on the outer surface of a rotating shaft and transmitting the resulting signal is unsuitable for serial deployment due to technical and economic constraints. An alternative method based on fiber-optic strain sensors placed on the stationary outer surface of the gearbox ring gear has been proposed. Like shaft torsion, the radial deformation of the ring gear is proportionate to the rotor torque. Placing the sensors on a stationary component is a cost-effective alternative for serial implementation because the need for complex and expensive data transfer via wireless transmission or a slip ring is eliminated. In this paper, we present the results of an extensive field experiment conducted to evaluate the torque measurement accuracy of this novel sensing solution installed on the gearbox of a Gamesa G97 2-MW wind turbine at the National Renewable Energy Laboratory’s Flatirons Campus. Torque measurements derived from fiber-optic strain sensors placed on the ring gear of the planetary stage are compared to conventional torque measurements from strain gauges placed on the main shaft. Two different torque estimation data processing methods were evaluated, with the method based on operational deflection shapes providing the most accurate results with an average normalized root mean square error below 0.7% for a load revolution distribution analysis. The effect of operating conditions on the torque estimate was also investigated, and the third planet-passing operational deflection shape was found to be the least sensitive to nontorque load-related effects. The fiber-optic strain sensors’ successful operation during the complete test campaign has demonstrated a robust and accurate solution for fleet-wide enhanced gearbox remaining useful life estimation.

Research Organization:
National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE); USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Wind Energy Technologies Office
Grant/Contract Number:
AC36-08GO28308
OSTI ID:
2526310
Report Number(s):
NREL/JA--5000-91356; 45; PII: 793
Journal Information:
Forschung im Ingenieurwesen, Journal Name: Forschung im Ingenieurwesen Journal Issue: 1 Vol. 89; ISSN 0015-7899
Publisher:
Springer Science + Business MediaCopyright Statement
Country of Publication:
Germany
Language:
English

References (29)

Cost-effective shaft torque observer for condition monitoring of wind turbines journal October 2013
Failure rate, repair time and unscheduled O&M cost analysis of offshore wind turbines: Reliability and maintenance of offshore wind turbines journal August 2015
Experimental investigation of bearing slip in a wind turbine gearbox during a transient grid loss event: High-speed stage bearing slip during grid loss event journal March 2016
Experimental Validation of Virtual Torque Sensing for Wind Turbine Gearboxes Based on Strain Measurements journal January 2025
Development of a wind turbine gearbox virtual load sensor using multibody simulation and artificial neural networks journal March 2021
Sensor selection for cost-effective virtual torque measurements on a wind turbine gearbox journal March 2021
Virtuelle Sensoren für die Messung von Hauptwellenlasten und Ermüdungsschäden im Antriebstrang von Windenergieanlagen journal March 2023
Validation of a wind turbine gearbox strain simulation model in service to virtual sensing journal March 2023
Wind Turbine Failures Review and Trends journal September 2021
Wind turbine nacelle testing: State-of-the-art and development trends journal December 2023
The effect of current and lambda on white-etch-crack failures journal November 2023
Filtering and System Identification: A Least Squares Approach book January 2007
Deviation of drive torque and rotational speed of a wind turbine drivetrain between test bench and wind turbine simulations journal June 2024
Instantaneous mesh load factor (Kγ ) measurements in a wind turbine gearbox using fiber-optic strain sensors journal June 2024
Fiber-optical grating sensors for wind turbine blades: a review journal March 2013
Grand challenges in the science of wind energy journal October 2019
Mechanical Loads Test Report for the U.S. Department of Energy 1.5-Megawatt Wind Turbine report July 2015
IEA Wind TCP: Results of IEA Wind TCP Workshop on a Grand Vision for Wind Energy Technology report April 2019
Gearbox Reliability Collaborative 1.5 (GRC1.5) Project: Joint Industry Megawatt Scale Gearbox Field Tests: Cooperative Research and Development (Final Report) CRADA Number CRD-16-00608 report September 2021
2022 Cost of Wind Energy Review [Slides] report December 2023
GRC1.5 Project: Joint Industry Megawatt Scale Gearbox Field Tests (Final Report) report February 2024
Investigation of Dynamic Loads in Wind Turbine Drive Trains Due to Grid and Power Converter Faults journal December 2021
Strain Virtual Sensing for Structural Health Monitoring under Variable Loads journal May 2023
Root mean square error (RMSE) or mean absolute error (MAE)? – Arguments against avoiding RMSE in the literature journal January 2014
Identification of operational deflection shapes of a wind turbine gearbox using fiber-optic strain sensors on a serial production end-of-line test bench journal January 2025
Comparison of planetary bearing load-sharing characteristics in wind turbine gearboxes journal January 2018
Wind turbine drivetrains: state-of-the-art technologies and future development trends journal January 2022
Input torque measurements for wind turbine gearboxes using fiber-optic strain sensors journal March 2022
Grand challenges in the design, manufacture, and operation of future wind turbine systems journal July 2023