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

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Sirris

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

Tecnologia

OPEN PROJECT MEETING
2 DECEMBER 2015
SBO OptiWind Project
Serviceability
Optimization of the
Next Generation
Offshore Wind
Turbines

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 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

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 4
Alarm 5Alarm 5
310310 00 00 340340 510510 00 335335 600600 77 88 600600 600600
10 minute time series

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

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
model
Expected production
=
benchmark

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 December 2015

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

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

1. OPEN PROJECT MEETING 2 DECEMBER 2015 SBO OptiWind Project Serviceability Optimization of the Next Generation Offshore Wind Turbines

2. patrick.hoebeke@3E.eu Innovative tools for wind turbine performance assessment

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. Data Collection OptiWind : Open Project Meeting December 2015

5. Data cleaning OptiWind : Open Project Meeting December 2015

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. Measured Power Curve OptiWind : Open Project Meeting December 2015

8. Measured Power Curve OptiWind : Open Project Meeting December 2015

9. Derating detection OptiWind : Open Project Meeting December 2015

10. Operating mode detection OptiWind : Open Project Meeting December 2015

11. Operating mode detection OptiWind : Open Project Meeting December 2015

12. Operating mode detection OptiWind : Open Project Meeting December 2015

13. Operating mode detection OptiWind : Open Project Meeting December 2015

14. Operating mode detection OptiWind : Open Project Meeting December 2015

15. Change point analysis OptiWind : Open Project Meeting December 2015

16. Environmental analysis OptiWind : Open Project Meeting December 2015

17. Expected production OptiWind : Open Project Meeting December 2015 Incoming wind Wake modelling Nacelle wind speed Turbine model Expected production = benchmark

18. Availability analysis OptiWind : Open Project Meeting December 2015

19. Availability analysis OptiWind : Open Project Meeting December 2015

20. Downtime analysis OptiWind : Open Project Meeting December 2015

21. Failure prediction - On going task - Relationship between alarms and components failure OptiWind : Open Project Meeting December 2015

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. Thank you !

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

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