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FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX TERRAIN Kurt S. Hansen et al. Mail: [email protected]

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Page 1: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX TERRAIN

Kurt S. Hansen et al.

Mail: [email protected]

Page 2: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Outline

• Objectives for FarmOpt;

• Data overview, site description, windfarm layout and measurement setup;

• Tower bending;

– Calibration;

– Thrust coefficient validation;

– Fatigue loads;

• SCADA data qualification;

• 360 deg power polars;

– Power deficits;

– Discussion of terrain & wake effects;

• Single near wake analysis

– Wake identifications including visualizations;

• Summary;

• Acknowledgements;

• Perdigao wake measurements

2 13. May 2018VindKraftnet meeting

Page 3: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Objectives FarmOpt

3 VindKraftnet meeting 13. May 2018

• Development of wind farm optimization tools for optimally placing wind turbines in wind farms located in complex terrain.

• Requirement: full scale measurements from wind farms in complex terrain for software verification.

• The focus are the SCADA data, wind and load measurements obtained from a wind farm - located in complex terrain.

Page 4: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Field measurements from the wind farm – located in complex terrain

• SCADA data from 25 wind turbines (12 months);

– Difficult to qualify the data;

– Icing problems during winter;

– Determination of ambient inflow conditions;

• 10-minute statistics from 2 x 70 m masts (12 months);

– Cup, vanes, temp & pressure;

• High simpled data (~7 months);

– 3-D sonic data

Vertical wind speed, turbulence;

Atmospheric stability;

– Tower bending (Thrust)Lack of calibration

4 VindKraftnet meeting 13. May 2018

Page 5: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Location of Shaanxi wind farm, close to Jingbian (close to Inner Mongolia)

5 VindKraftnet meeting 13. May 2018

Shaanxi WF

~300 km N of Xi’an

~700 km SE of Beijing

Page 6: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark6 VindKraftnet meeting 13. May 2018

Page 7: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

25 wind turbines - in complex terrain

7 VindKraftnet meeting 13. May 2018

Page 8: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Inflow from N is not complex – but!

Photos from a site visit

8 VindKraftnet meeting 13. May 2018

SE

S

SW

Page 9: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Wind turbines

9 VindKraftnet meeting 13. May 2018

Type: 25 x H93/CSIC

Rated power: 2.0 MW

Diameter: 93 m

Hub height: 67 m

Control: VS & VP

Info: Power & CT curves

Page 10: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Tower bending

10 VindKraftnet meeting 13. May 2018

Preferred Theoretical Backup Iterative

Page 11: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Calibration of CT-coefficient

11 VindKraftnet meeting 13. May 2018

Page 12: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Thrust for westerly inflow (slope sector)

12 VindKraftnet meeting 13. May 2018

Page 13: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Tower bending

13 VindKraftnet meeting 13. May 2018

Free inflow

Free inflow

Slope inflow

Slope inflow

Page 14: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Wind farm analysis – SCADA data

• Data qualification (filtering)

– Start/stop

– Parked/idling

– Curtailment

– Calibration (yaw positions)

– Calculate equivalent rotor wind speed (PC & PA vs U)

• Park efficiency depends on

– Inflow conditions (speed, direction)

– Terrain complexity

– Local wake effects

14 VindKraftnet meeting 13. May 2018

Page 15: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Inflow conditions (speed,direction)

15 VindKraftnet meeting 13. May 2018

• Difficult to establish robust inflow conditions;

• “Disturbing” turbines next to the wind farm;

• Yaw position should be calibrated before use;

• Assumption about the power curve validity.

Page 16: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark16 VindKraftnet meeting 13. May 2018

Benchmarks

Page 17: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark17 VindKraftnet meeting 13. May 2018

Benchmarks

Page 18: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Wind farm layout, spacing 4 - 8 Diameters

18 VindKraftnet meeting 13. May 2018

Maximum wake deficit, for 4, 5, 6 & 7D spacing.

Other pairs with viz. wake deficit.

Page 19: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Definition of power deficit = 1 – power ratio = 1 – Pwake/Pfree

Wake deficit distribution in-side the wind farm, winddir: W => E;

19 VindKraftnet meeting 13. May 2018

Maximum deficit

Page 20: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark20 VindKraftnet meeting 13. May 2018

wt10/wt08

wt25/wt21

Page 21: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Discussion of wind farm park effects.

• Western inflow:

– Narrow sectors are characterized with low power variability;

– Wake deficit distributions between pairs of single turbines can beidentified;

– Wake effects can be identified in the power polars;

• Eastern inflow:

– No distinct wake deficit between turbines can be identified;

– The large variability in the power signals seems to be causedby terrain effects;

– More scada is needed before a firm conclusion can be made.

21 VindKraftnet meeting 13. May 2018

Page 22: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark22 VindKraftnet meeting 13. May 2018

Single wind turbine wake analysis (wt14)

Page 23: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Single wind turbine wake analysis (wt14)

23 VindKraftnet meeting 13. May 2018

SN

2.2D 1.4 D

M1

M3

wt14

Page 24: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark24 VindKraftnet meeting 13. May 2018

SWSE

Spacing 2.2D

Wake analysis (wt14), WD=SE-S-SW

Page 25: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Turbulence in wake (wt14)

25 VindKraftnet meeting 13. May 2018

Measured on mast

Ti calculated with reference to ambient wind speed

Page 26: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark26 VindKraftnet meeting 13. May 2018

NW NE

Spacing 1.4D

Wake analysis (wt14), WD=NW-N-NE

Page 27: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Deficit & turbulence in double wakes

27 VindKraftnet meeting 13. May 2018

TI

TIM1

M3

wt12 wt14

Page 28: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Deficit in double wakes

28 VindKraftnet meeting 13. May 2018

~5D spacing

~1.4D spacing

Page 29: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Turbulence in double wakes

29 VindKraftnet meeting 13. May 2018

~5D spacing

~1.4D spacing

Page 30: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Summary

• A database with 10-minute measurements representing 1 YR has been established.

– Wind speed @ 3 different levels on 2 masts

– Wind direction, temperatures and atmospheric pressure.

• A database with 1 minute and 10-minute statistics of SCADA data for 25 wind turbines representing 1 YR of operation has been established.

– Active power, Pitch, Rotor speed, Yaw position and Nacelle wind speed

– Rotor equivalent wind speed

• A database with 10-minute statistics for 35 Hz time series representing ½ YR has been established.

– Signals and derived signal representing 3 x 3D sonics

– Tower bending TBx, Tby, TBF-A and Thrust.

30 VindKraftnet meeting 13. May 2018

Page 31: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Literature

31 VindKraftnet meeting 13. May 2018

CFD Simulations of Flows in a Wind Farm in Complex Terrain and Comparisons to Measurements

Sessarego M, Shen WZ, Maarten PVL, Hansen KS, Zhu WJ.

Appl. Sci. 2018, 8(5), 788; https://doi.org/10.3390/app8050788

Page 32: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Acknowledgements

32 VindKraftnet meeting 13. May 2018

Co-authors

Gunner C. Larsen1, Ju Feng1, Andrea Vignaroli1, Wei Jun Zhu1, Wei Liu2, Chang Xu3 and Wen Z. Shen1,1 Department of Wind Energy, Technical University of Denmark2 North West Survey and Design Institute Hydro China Consultant Corporation (NWI), Xi’an, China3 Hohai University, Nanjing, China

Farmopt was funded by the Energy Technology Development and Demonstration Program in 2013 (EUDP).

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DTU Wind Energy, Technical University of Denmark

Perdigão experiment

33 VindKraftnet meeting 13. May 2018

2 MW Wind turbine

Location of 40m mast Jan 2002–Dec 2004

Page 34: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Objectives of the Perdigão experiment

To perform an experimental investigation of the flow over a double ridge using two sets of synchronized LiDAR systems (SR & LR windscanners).

34 VindKraftnet meeting 13. May 2018

High quality field data for model validation is obtained for use to investigate:

I. Wind resources in complex terrain and hazardous events (NEWA project)

II. Inflow conditions for wind turbines in complex terrain (UniTTe & FarmOpt projects)

III.Wind turbine wakes in complex terrain (FarmOptproject)

Page 35: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Perdigão site: wind turbine located on a ridge.

35 VindKraftnet meeting 13. May 2018

Summit heights 500-550 m

Terrain flats out towards SW and NE

Terrain coverage irregular (forest patches of eucalyptus and pine trees)

SW NE

Page 36: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Diamond scan for a horizontal, inclined plane, (obtained by 2 x long-range (LR) windscanners)

36 VindKraftnet meeting 13. May 2018

Page 37: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

LR Windscanner examples

37 VindKraftnet meeting 13. May 2018

LONGwake

SHORT wake

Page 38: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Vertical near wake scanning at 1D spacing, (obtained with 3 x short-range (SR) wind scanners)

38 VindKraftnet meeting 13. May 2018

WakeDOWN

WakeUP

Page 39: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Diurnal cycle analysis of identified wake cases.

39 VindKraftnet meeting 13. May 2018

Page 40: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark40 VindKraftnet meeting 13. May 2018

Example of wake speed ratio distributions

Page 41: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Summary of the single wake analysis

41 VindKraftnet meeting 13. May 2018

• No overlapping periods for the SR & LR windscanners.

• Limited number of interesting wake periods due to the narrow inflow sector (10⁰);

• The wake behaviour seems to correlate with the vertical wind speed.

• The stability effects seems to determine the wake characteristics (eg. extension, position, dissipation);

Page 42: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Conclusion

• Near wake behaviour can be derived from windscanner measurements;

• The vertical position of the near wake seems to move:

– Down-hill during nighttime (summer);

– Up-hill during daytime (summer);

• The terrain complexity combined with the ambient turbulence, determines the how the wind turbine wake dissipates.

42 VindKraftnet meeting 13. May 2018

Page 43: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Literature

43 VindKraftnet meeting 13. May 2018

Does the wind turbine wake follow the topography?

A multi-lidar study in complex terrain.

Menke R,Vasiljevic N,Hansen KS, Hahmann AH, Mann J

Wind Energ. Sci., 3, 681–691, 2018

https://doi.org/10.5194/wes-3-681-2018

Page 44: FARMOPT: WIND TURBINE WAKE MEASUREMENT IN COMPLEX … · DTU Wind Energy, Technical University of Denmark Field measurements from the wind farm –located in complex terrain •SCADA

DTU Wind Energy, Technical University of Denmark

Acknowledgements - Perdigão experiment

44 VindKraftnet meeting 13. May 2018

Co-authors

Gunner C. Larsen1, Robert Menke1, Nikola Vasiljevicv, Nikolas Angelou1

1 Department of Wind Energy, Technical University of Denmark

Farmopt was funded by the Energy Technology Development and Demonstration Program in 2013 (EUDP), UniTTe was supported by The Danish Council for Strategic Research (DSF) in 2013 and the New European Wind Atlas (NEWA) has been supported by the EUROPEAN COMMISSION.