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OPEN PROJECT MEETING
2 DECEMBER 2015
SBO OptiWind Project
Serviceability
Optimization of the
Next Generation
Offshore Wind...
patrick.hoebeke@3E.eu
Innovative tools for wind
turbine performance
assessment
Introduction
WP 7.1 : Performance monitoring
• 7.1.1 : System for data collection from various sources
• 7.1.2 : Automatic...
Data Collection
OptiWind : Open Project Meeting December 2015
Data cleaning
OptiWind : Open Project Meeting December 2015
Alarms processing
OptiWind : Open Project Meeting December 2015
Alarm 1Alarm 1
Alarm 2Alarm 2
Alarm 3Alarm 3
Alarm 4Alarm ...
Measured Power Curve
OptiWind : Open Project Meeting December 2015
Measured Power Curve
OptiWind : Open Project Meeting December 2015
Derating detection
OptiWind : Open Project Meeting December 2015
Operating mode detection
OptiWind : Open Project Meeting December 2015
Operating mode detection
OptiWind : Open Project Meeting December 2015
Operating mode detection
OptiWind : Open Project Meeting December 2015
Operating mode detection
OptiWind : Open Project Meeting December 2015
Operating mode detection
OptiWind : Open Project Meeting December 2015
Change point analysis
OptiWind : Open Project Meeting December 2015
Environmental analysis
OptiWind : Open Project Meeting December 2015
Expected production
OptiWind : Open Project Meeting December 2015
Incoming wind Wake modelling Nacelle wind speed
Turbine
...
Availability analysis
OptiWind : Open Project Meeting December 2015
Availability analysis
OptiWind : Open Project Meeting December 2015
Downtime analysis
OptiWind : Open Project Meeting December 2015
Failure prediction
- On going task
- Relationship between alarms and
components failure
OptiWind : Open Project Meeting De...
Conclusion
- Wide range of techniques has been tested
⇒Increased knowledge (possible / not possible /
further work)
- Inte...
Thank you !
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2015 12-02-innovative-tools-wind-turbine-performance-assesment-3 e

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Innovative tools for wind turbine performance assessment (Patrick Hoebeke, 3E)

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2015 12-02-innovative-tools-wind-turbine-performance-assesment-3 e

  1. 1. OPEN PROJECT MEETING 2 DECEMBER 2015 SBO OptiWind Project Serviceability Optimization of the Next Generation Offshore Wind Turbines
  2. 2. patrick.hoebeke@3E.eu Innovative tools for wind turbine performance assessment
  3. 3. Introduction WP 7.1 : Performance monitoring • 7.1.1 : System for data collection from various sources • 7.1.2 : Automatic system for data cleaning • 7.1.3 : Research on data mining methodologies • 7.1.4 : System modelling approaches • 7.1.5 : Results validation OptiWind : Open Project Meeting December 2015
  4. 4. Data Collection OptiWind : Open Project Meeting December 2015
  5. 5. Data cleaning OptiWind : Open Project Meeting December 2015
  6. 6. Alarms processing OptiWind : Open Project Meeting December 2015 Alarm 1Alarm 1 Alarm 2Alarm 2 Alarm 3Alarm 3 Alarm 4Alarm 4 Alarm 5Alarm 5 310310 00 00 340340 510510 00 335335 600600 77 88 600600 600600 10 minute time series
  7. 7. Measured Power Curve OptiWind : Open Project Meeting December 2015
  8. 8. Measured Power Curve OptiWind : Open Project Meeting December 2015
  9. 9. Derating detection OptiWind : Open Project Meeting December 2015
  10. 10. Operating mode detection OptiWind : Open Project Meeting December 2015
  11. 11. Operating mode detection OptiWind : Open Project Meeting December 2015
  12. 12. Operating mode detection OptiWind : Open Project Meeting December 2015
  13. 13. Operating mode detection OptiWind : Open Project Meeting December 2015
  14. 14. Operating mode detection OptiWind : Open Project Meeting December 2015
  15. 15. Change point analysis OptiWind : Open Project Meeting December 2015
  16. 16. Environmental analysis OptiWind : Open Project Meeting December 2015
  17. 17. Expected production OptiWind : Open Project Meeting December 2015 Incoming wind Wake modelling Nacelle wind speed Turbine model Expected production = benchmark
  18. 18. Availability analysis OptiWind : Open Project Meeting December 2015
  19. 19. Availability analysis OptiWind : Open Project Meeting December 2015
  20. 20. Downtime analysis OptiWind : Open Project Meeting December 2015
  21. 21. Failure prediction - On going task - Relationship between alarms and components failure OptiWind : Open Project Meeting December 2015
  22. 22. Conclusion - Wide range of techniques has been tested ⇒Increased knowledge (possible / not possible / further work) - Interesting tools for performance monitoring based on historical scada data - Any comments / suggestions are welcome OptiWind : Open Project Meeting December 2015
  23. 23. Thank you !

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