Effective and Accurate Approaches for Wind Turbine Gearbox Condition Monitoring

Huageng Luo, Charles Hatch, Matthew Kalb, Jesse Hanna, Adam Weiss, Shuangwen Sheng

Research output: Contribution to conferencePaperpeer-review

29 Scopus Citations


This paper presents effective and accurate approaches in vibration-based wind turbine drivetrain component condition monitoring. Detailed spectral analysis and acceleration enveloping techniques were used to effectively extract the gear and bearing damage features. Synchronous analysis was used to accurately detect specific damage features during constantly varying operational conditions. A typical wind turbine gearbox amplifies shaft speed two orders of magnitude from the rotor to the generator. To account for all necessary vibration signatures, synchronous sampling must be carried out for multiple revolutions and at a relatively high rate. The synchronous sampling used in this paper was carried out in the digital domain after both the keyphasor and the vibration signals were digitized at high sampling rate and high sampling resolution analog-to-digital conversion. Sometimes, the shaft speed is provided in a speed time history format, as in the case of the National Renewable Energy Laboratory (NREL) Round Robin project. To carry out synchronous sampling using the speed time history, a unique synthesized synchronous sampling technique was adopted. The approach presented in this paper was realized using MATLAB (MathWorks, Natick, MA) codes and then validated with a wind turbine field case. It was also applied to the NREL wind turbine drivetrain condition monitoring Round Robin project. The identified damage results using the techniques discussed were compared with post-test inspection results with good correlation.

Original languageAmerican English
Number of pages14
StatePublished - May 2014

NREL Publication Number

  • NREL/CP-5000-54602


  • acceleration enveloping
  • bearing damage
  • condition monitoring
  • drivetrain
  • gear damage
  • synthesized synchronous sampling
  • wind turbine


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