Predictive Maintenance

Before

Ongoing unplanned maintenance of offshore wind turbine gearboxes driving significant increase in costs associated with logistics and the lack of skilled manpower.

After

Advance warnings 9 months before potential failures and £150k operational savings per turbine.

The How

  1. Understand the Gearbox workings and potential failure modes
  2. Collect data from the SCADA and CMS systems
  3. Perform Vibration analysis
  4. Develop a Neural Network to model “Normal” behaviour
  5. Provide alerts of abnormal behaviour