SlideShare une entreprise Scribd logo
1  sur  40
Télécharger pour lire hors ligne
REMOTE SENSING DEVICES IN COLD CLIMATES

IAIN CAMPBELL, MInstP
WIND RESOURCE AND REMOTE SENSING ANALYST
RES GROUP

WINTERWIND, 13 FEBRUARY 2013




                                           1
ACKNOWLEDGEMENTS




 Malcolm          Gail            Marine           Euan
MacDonald        Hutton           Lannic          George


                      Alan Derrick

    This work was funded by the Swedish Energy Agency
                   (Energimyndigheten)




                                                           2
MET MASTS AND REMOTE SENSING DEVICES: WHY

Met masts can:
• Characterise wind regime
• Aid turbine selection
• Reduce uncertainty
• Maximise project value
But…




                                            3
REMOTE SENSING DEVICES IN COLD CLIMATES



With increasing hub heights RSD have much to offer:
• Validate mast measurements at hub height and across the rotor diameter
• Provide hub height measured turbulence and extreme wind speed data
• Offer insight into the effects of low turbulence intensity and high shear
  on turbine energy yield




                                                                              4
REMOTE SENSING DEVICES IN COLD CLIMATES



This presentation will consider:
• The validation of mast measured shear
• The reliability of turbulence and extreme wind speed data from RSD
• The impact of low turbulence intensity and stable atmospheric conditions
  on energy content




                                                                             5
LIDAR V1 AT HAVSNÄS WIND FARM



Remote Sensing Instrumentation Setup
• 1 power performance mast
     – Multiple heated & unheated instruments
• 1 WINDCUBE V1 LiDAR
     – 10 measurement heights
     – 50 m separation distance




                                                6
SHEAR AT HAVSNÄS: SHEAR METHODOLOGIES



Three shear methodologies are used:
• One-point theoretical log law
    – Roughness length & displacement height
    – 1 wind speed measurement
    – Assume logarithmic profile
• Two-point power law
    – 2 wind speed measurements
    – Power law used for extrapolation
• Multi-point fitted log law
    – 3 or more wind speed measurements
    – Fitted logarithmic profile




                                               7
SHEAR AT HAVSNÄS



LiDAR–Mast Multi-Point Shear Comparison
• There is excellent agreement between fixed mast and WINDCUBE
    – Benefits from small separation distance for LiDAR devices
    – Different measurement techniques yet remarkable agreement
 The WINDCUBE-measured velocity profile
    – provides excellent validation of mast-measured shear assumptions
         – To hub height
         – Across full rotor diameter




                                                                         8
SHEAR AT HAVSNÄS



Extrapolating measurements to hub height
• All three methods perform acceptably well, where
    – Forestry is well parameterised
    – Measurements are IEC-compliant
    – Class 1 anemometry is used
• On more complex sites
    – Theoretical log law is not recommended
• The multi-point method performs best overall
    – Leading to the lowest extrapolated wind speed error
    – Least sensitive to canopy height errors
 For extrapolating wind speed to hub height
    – The multi-point method is recommended


                                                            9
RELIABILITY OF TURBULENCE DATA FROM WINDCUBE



• At Havsnäs, there is a well-defined relationship between the WINDCUBE
  and fixed mast standard deviation of mean wind speed data
• Slope variation
    – For very similar anemometer heights
    – Flow distortion experienced by anemometers is responsible for variation




                                                                                10
RELIABILITY OF EXTREME WIND SPEED DATA FROM WINDCUBE



• At Havsnäs, there is a well-defined relationship between the WINDCUBE
  and fixed mast maximum wind speed data
• ≈ 6% underestimation of maximum wind speed
    – Result of volume averaging
    – Gust underestimation




                                                                          11
RELIABILITY OF TURBULENCE AND EXTREME WIND SPEED DATA: FINDINGS



• At Havsnäs, there is a well-defined relationship for
     – Standard deviation of mean wind speed
     – Maximum wind speed
• Agrees with RES’ prior experience
     – Variety of sites
     – Differing levels of terrain complexity
 WINDCUBE provides reliable turbulence and extreme wind speed data
     – Data should be examined on a deployment-by-deployment basis




                                                                      12
LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: BACKGROUND



DNV KEMA findings from northeast USA
• At turbulence intensities below ≈ 9%
    – Shear not consistent across rotor
    – Hub height wind speed significantly overestimates energy through rotor
• For sites with stable atmospheric conditions
    – High shear
    – Low TI
 Mast likely to overestimate energy content through rotor
 Energy loss adjustment factor applied


      ? Is such a loss factor appropriate for the Scandinavian climate?



                                                                               13
IEC DEFINITIONS: EQUIVALENT WIND SPEED



The rotor-averaged or equivalent wind speed is defined as


                                                     13
                                   n 3 Ai 
                            veq   i 1 vi  
                                            A
where
• n       is the number of available measurement heights (n ≥ 3);
• vi      is the wind speed measured at height i;
• A       is the complete area swept by the rotor (i.e. πR2 with Radius R);
• Ai      is the area of the i th segment, i.e. the segment the wind speed vi
          is representative for.



                                                                                14
IEC DEFINITIONS: SHEAR CORRECTION FACTOR



A shear correction factor is defined as a ratio of the equivalent wind speed
relative to the wind speed measured at hub height according to



                 f r , X  veq , X vh, X
where
• veq,X is the equivalent wind speed (as defined in previous slide);
• vh,X is the wind speed measured at hub height;
• and the index X specifies the instrument or instrument setup both, veq,X
  and vh,X, are measured with.

It is also possible to calculate a shear correction factor for wind speed
extrapolated to hub height, something that is done in this analysis.


                                                                               15
LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: FINDINGS



• Shear is consistent across full rotor
• At low TI
    – Turning point exists
    – But shear remains consistent across full range
    – No divergence at ≈ 9%




                                                         16
LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: FINDINGS



• Shear correction factors do not vary strongly with turbulence intensity
• At low TI
    – Turning point exists at ≈ 9%
    – Small variation
    – No dramatic plunge




                                                                            17
LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: FINDINGS



 The presence of low TI
    – Does not lead to an overestimation of hub height wind speed
    – Shear profile is not significantly over estimated by only using below hub
      height measurements
 Fixed mast measurements are likely to underestimate energy content
• Findings are consistent with another Swedish site




                                                                                  18
LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: CONCLUSIONS



 Justification for a universal energy loss adjustment factor is not evident
 What has been observed in the USA cannot simply be applied in other
  regions where stable atmospheric conditions prevail
    – Not all stable atmospheric conditions result in an overestimation of energy
      through the rotor diameter
 Each region should be treated separately
 Each individual site should be considered on its own merits
 RSD and long-term reference mast will indicate appropriateness of an
  energy loss adjustment factor




                                                                                    19
BEST PRACTICE



Following best practice is very important! (For all RSD types)
• Device Siting
• Snow Platform
• IEC Measurement Height Recommendations
• Correctly Configured Measurement Heights
• Low Aerosol Configuration
• Cold Weather Insulation
• Device Monitoring
• Deploy Webcam




                                                                 20
SUMMARY: KEY POINTS



• Following best practice is very important
    – Maximise project value
• Multi-point shear most appropriate for extrapolation to hub height
    – Minimises error
• WINDCUBE gives excellent validation of mast-measured shear assumptions
    – Across full rotor
• WINDCUBE provides reliable turbulence and extreme wind speed data
    – Should be judged on a site-by-site basis
• RSD should be deployed to investigate impact of stability on rotor energy
  content
    – No negative impacts at Havsnäs or ‘Other Swedish Site’




                                                                              21
FINAL CONCLUSION



 The deployment of an appropriate RSD in conjunction with a long-term
  reference mast at each wind farm site
    – Is highly recommended
    – Will enable informed judgements to be taken
    – Minimise uncertainty
    – Maximise project value
 Full details of analysis in ‘Havsnäs Pilot Project Report’
    – With Swedish Energy Agency for publication




                                                                         22
23
REMOTE SENSING DEVICES IN COLD CLIMATES

ADDITIONAL CONTENT




                                          24
WINDCUBE & FIXED MAST MEASUREMENT HEIGHTS


                  Sweden, RT90,
                   National Map            Mast                                                    Data Currently Available
                                         Altitude                                    Vane
   Mast            on 2.5 gon W                     Anemometer Heights (m)
                                                                                  Heights (m)
                                         (m ASL)
                  X (m)        Y (m)                                                                        Dates

                                                      30.1, 30.1, 50.1, 50.3,
                                                                                   48.1, 48.3,
SWEalaM6261      1495312      7111825      521        70.8, 72.6, 72.8, 87.1,                      16/09/2011-25/07/2012
                                                                                70.6, 85.1, 85.3
                                                      87.3, 89.1, 96.0, 96.0


                          Sweden, RT90, National
                                                    Mast Altitude     Measurement        Data Currently Available
          Mast              Map on 2.5 gon W
                                                      (m ASL)          Heights (m)
                            X (m)        Y (m)                                                     Dates
                                                                    52.5, 67.5, 77.5,
                                                                    87.5, 97.5, 107.5,
      SWEalaM814          1495302       7111875         520                              16/09/2011– 24/07/2012
                                                                      117.5, 127.5,
                                                                      137.5, 142.5




                                                                                                                              25
OPERATIONAL CONSIDERATIONS: DATA CAPTURE


Cold Climate: Clean air & low aerosol density
• Initial low data capture due to wiper failure
• Following wiper replacement:
    – Data capture still lower than expected
 Standard device configuration not appropriate for cold climate sites with
  low aerosol density
• Manufacturer recommends:
    – Increase pulses per line of sight to 40,000
    – Reduce the carrier to noise (CNR) threshold appropriately (2dB).




                                                                              26
OPERATIONAL CONSIDERATIONS: DEVICE RECONFIGURATION



• Reconfiguration results in increased data capture
    – Absolute increase around 37%
• Other aspects of device performance unaffected
 At sites with low aerosol densities
    – The WINDCUBE should be reconfigured
 Recommendation:
    – Increase pulses per line of sight to 40,000
    – Reduce the CNR threshold by 2 dB




                                                      27
WINDCUBE V1 FILTERING REGIME




                               WINDCUBE V1 Filters
                  Vertical wind speed censor (m.s-1) 1.5
                  Availability (%)                   90




                                                           28
MAST SEPARATION DISTANCES




                                    M626 M628 M630
                            M628    7653
                            M630    7131   5025
                     M814 (LiDAR)    51    7699   7181




                                                         29
EFFECT OF WIPER REPLACEMENT: CORRELATIONS

                                            Data from
                                            16/09/2011 until 17/11/2011
                                            with the original wiper unit




                          Data from
     21/11/2011 until 06/01/2012
         with the replacement unit

                                                                           30
EFFECT OF RECONFIGURATION: MEAN WIND SPEED CORRELATIONS

                                                 Data from
                                                 21/11/2011 until 06/01/2012
                                                 with the original configuration




                     Data from
01/02/2012 until 16/02/2012
       With new configuration

                                                                                   31
EFFECT OF RECONFIGURATION: STANDARD DEVIATION CORRELATIONS

                                                     Data from
                                                     21/11/2011 until 06/01/2012
                                                     with the original configuration




                    Data from
01/02/2012 until 16/02/2012
      With new configuration

                                                                                   32
ACCEPTANCE TEST CRITERIA




                           33
DEVICE VERIFICATION




                              Acceptance Test Results

                FM Height    WINDCUBE V1 Height
                                                Slope     R2   Pass/Fail
                   (m)              (m)

                      96.0          97.5         0.975 0.995      PASS
                                                        Wake Free          Wake Free
                                             Mast                           Sector
                                                        Sector Start
                                                            (o )            End (o)
                                             M626
                                             M814           297               75
                                            (LiDAR)


                                                                                       34
TURBULENCE: VARIOUS SITES


• Simple
• Offshore
• Moderately complex site1
• Moderately complex site2




                             35
LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: OTHER SWEDISH SITE


• Shear is consistent across full rotor
• At low TI
    – Turning point exists
    – But shear remains consistent across full range
    – No divergence at ≈ 9%




                                                                   36
LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: OTHER SWEDISH SITE


• RS shear correction factors do not vary strongly with turbulence intensity
• At low TI
    – Small variation
    – No dramatic plunge
• FM hub height wind speed tends to underestimate rotor wind speed
• At low TI underestimation
  decreases
    – Due to the fixed shear exponent
      not capturing the turbulence
      dependency of shear
• However, the result does not
  suggest that an energy loss factor
  is appropriate


                                                                               37
INTER MAST WIND SPEED CORRELATIONS


The relationship between correlation and separation distance:
• The nature of the relationship is likely to be site dependent
• At Havsnäs
    – For every 1 km increase in separation distance,
    – The r-value decreases by approximately 0.03
• Generally, measurement height is not a factor




                                                                  38
SHEAR AT HAVSNÄS


LiDAR–Mast Multi-Point Shear Comparisons
                               M626
                               M628
                               M630
• There is some wind speed variation across the Havsnäs site
• Nevertheless, there is good agreement in shear across the site
• From the Havsnäs analysis, it is suggested that
    – With r-values as low as 0.7
    – And distance separations as great as 7.7 km
 The LiDAR-measured velocity profile can validate mast-measured shear
  assumptions across large wind farm sites




                                                                         39
40

Contenu connexe

Tendances

Airbone Radar Applications by Wg Cdr Anupam Tiwari
Airbone Radar Applications by Wg Cdr Anupam TiwariAirbone Radar Applications by Wg Cdr Anupam Tiwari
Airbone Radar Applications by Wg Cdr Anupam Tiwarianupamtiwari1972
 
RADAR AN APPLICATION OF ELECTROMAGNETIC WAVES
RADAR AN APPLICATION OF ELECTROMAGNETIC WAVESRADAR AN APPLICATION OF ELECTROMAGNETIC WAVES
RADAR AN APPLICATION OF ELECTROMAGNETIC WAVESTashfeenSharfShabbir
 
Gis turnkey substation applications good quality (rev 2)
Gis turnkey substation applications good quality (rev 2)Gis turnkey substation applications good quality (rev 2)
Gis turnkey substation applications good quality (rev 2)MANASB72
 
An Introduction about Radar
An Introduction about RadarAn Introduction about Radar
An Introduction about RadarTom Chen
 
Basic Manual Water Level Measurement
Basic Manual Water Level MeasurementBasic Manual Water Level Measurement
Basic Manual Water Level MeasurementHydroG Resources
 
Introduction to radar
Introduction to radarIntroduction to radar
Introduction to radarUlsah T N
 
Ppt fundamentalsof radar (1)
Ppt fundamentalsof radar (1)Ppt fundamentalsof radar (1)
Ppt fundamentalsof radar (1)YASSINAITOUABBOU
 
Radar applications
Radar applicationsRadar applications
Radar applicationsnader babo
 
Radar communication 2
Radar communication 2Radar communication 2
Radar communication 2Ashwani Kumar
 
Basic radar principles 2012
Basic radar principles 2012Basic radar principles 2012
Basic radar principles 2012Jaime Gonzalez
 
Synchronization of tracking antennas
Synchronization of tracking antennasSynchronization of tracking antennas
Synchronization of tracking antennasClifford Stone
 
Radar Powerpoint
Radar PowerpointRadar Powerpoint
Radar PowerpointRyan rice
 
side-looking airborne radar
side-looking airborne radarside-looking airborne radar
side-looking airborne radarSneha Nalla
 

Tendances (20)

Airbone Radar Applications by Wg Cdr Anupam Tiwari
Airbone Radar Applications by Wg Cdr Anupam TiwariAirbone Radar Applications by Wg Cdr Anupam Tiwari
Airbone Radar Applications by Wg Cdr Anupam Tiwari
 
RADAR AN APPLICATION OF ELECTROMAGNETIC WAVES
RADAR AN APPLICATION OF ELECTROMAGNETIC WAVESRADAR AN APPLICATION OF ELECTROMAGNETIC WAVES
RADAR AN APPLICATION OF ELECTROMAGNETIC WAVES
 
Water level sensors repot
Water level sensors repotWater level sensors repot
Water level sensors repot
 
Gis turnkey substation applications good quality (rev 2)
Gis turnkey substation applications good quality (rev 2)Gis turnkey substation applications good quality (rev 2)
Gis turnkey substation applications good quality (rev 2)
 
An Introduction about Radar
An Introduction about RadarAn Introduction about Radar
An Introduction about Radar
 
Radar communication
Radar communicationRadar communication
Radar communication
 
Basic Manual Water Level Measurement
Basic Manual Water Level MeasurementBasic Manual Water Level Measurement
Basic Manual Water Level Measurement
 
Weather balloon
Weather balloonWeather balloon
Weather balloon
 
Introduction to radar
Introduction to radarIntroduction to radar
Introduction to radar
 
Ppt fundamentalsof radar (1)
Ppt fundamentalsof radar (1)Ppt fundamentalsof radar (1)
Ppt fundamentalsof radar (1)
 
Radar communication
Radar communicationRadar communication
Radar communication
 
Radar applications
Radar applicationsRadar applications
Radar applications
 
Radar communication 2
Radar communication 2Radar communication 2
Radar communication 2
 
Basic radar principles 2012
Basic radar principles 2012Basic radar principles 2012
Basic radar principles 2012
 
Radar
RadarRadar
Radar
 
Synchronization of tracking antennas
Synchronization of tracking antennasSynchronization of tracking antennas
Synchronization of tracking antennas
 
Radar Powerpoint
Radar PowerpointRadar Powerpoint
Radar Powerpoint
 
side-looking airborne radar
side-looking airborne radarside-looking airborne radar
side-looking airborne radar
 
Radar
RadarRadar
Radar
 
GIS 400kv substation
GIS  400kv substationGIS  400kv substation
GIS 400kv substation
 

En vedette

Future wind power forecast errors, and associated costs in the Swedish power ...
Future wind power forecast errors, and associated costs in the Swedish power ...Future wind power forecast errors, and associated costs in the Swedish power ...
Future wind power forecast errors, and associated costs in the Swedish power ...Winterwind
 
Byrkjedal øyvind
Byrkjedal øyvindByrkjedal øyvind
Byrkjedal øyvindWinterwind
 
Kvt mapping of_icing
Kvt mapping of_icingKvt mapping of_icing
Kvt mapping of_icingWinterwind
 
Olsson esbjörn
Olsson esbjörnOlsson esbjörn
Olsson esbjörnWinterwind
 
Meyer sebastian
Meyer sebastianMeyer sebastian
Meyer sebastianWinterwind
 
Filippo Del Grosso - Transition to I-SEM
Filippo Del Grosso - Transition to I-SEMFilippo Del Grosso - Transition to I-SEM
Filippo Del Grosso - Transition to I-SEMFilippo Del Grosso
 
Bergström hans
Bergström hansBergström hans
Bergström hansWinterwind
 
Ice profile classification - Matthew Wadham-Gagnon
Ice profile classification - Matthew Wadham-GagnonIce profile classification - Matthew Wadham-Gagnon
Ice profile classification - Matthew Wadham-GagnonWinterwind
 
Bergström fredrik
Bergström fredrikBergström fredrik
Bergström fredrikWinterwind
 

En vedette (11)

Davis neil
Davis neilDavis neil
Davis neil
 
Future wind power forecast errors, and associated costs in the Swedish power ...
Future wind power forecast errors, and associated costs in the Swedish power ...Future wind power forecast errors, and associated costs in the Swedish power ...
Future wind power forecast errors, and associated costs in the Swedish power ...
 
Byrkjedal øyvind
Byrkjedal øyvindByrkjedal øyvind
Byrkjedal øyvind
 
Kvt mapping of_icing
Kvt mapping of_icingKvt mapping of_icing
Kvt mapping of_icing
 
Olsson esbjörn
Olsson esbjörnOlsson esbjörn
Olsson esbjörn
 
Meyer sebastian
Meyer sebastianMeyer sebastian
Meyer sebastian
 
Ribeiro carla
Ribeiro carlaRibeiro carla
Ribeiro carla
 
Filippo Del Grosso - Transition to I-SEM
Filippo Del Grosso - Transition to I-SEMFilippo Del Grosso - Transition to I-SEM
Filippo Del Grosso - Transition to I-SEM
 
Bergström hans
Bergström hansBergström hans
Bergström hans
 
Ice profile classification - Matthew Wadham-Gagnon
Ice profile classification - Matthew Wadham-GagnonIce profile classification - Matthew Wadham-Gagnon
Ice profile classification - Matthew Wadham-Gagnon
 
Bergström fredrik
Bergström fredrikBergström fredrik
Bergström fredrik
 

Similaire à Campbell iain

Offshore wind resource assessment
Offshore wind resource assessmentOffshore wind resource assessment
Offshore wind resource assessmentDileep V Raj
 
Remote Sensing Application in Wind Energy
Remote Sensing Application in Wind EnergyRemote Sensing Application in Wind Energy
Remote Sensing Application in Wind EnergySiraj Ahmed
 
04-DESIGN AND LAYOUT OF WIND FARM.pdf
04-DESIGN AND LAYOUT OF WIND FARM.pdf04-DESIGN AND LAYOUT OF WIND FARM.pdf
04-DESIGN AND LAYOUT OF WIND FARM.pdfPrakashBadal9
 
EGU21-11075_presentation.pptx
EGU21-11075_presentation.pptxEGU21-11075_presentation.pptx
EGU21-11075_presentation.pptxssusercd49c0
 
Morelia workshop presentation william ross
Morelia workshop presentation william rossMorelia workshop presentation william ross
Morelia workshop presentation william rossBenito Ortiz Bejar
 
Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...
Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...
Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...Lloyd's Register Renewables
 
Highest meteorological station in Canada designed for cold climate and comple...
Highest meteorological station in Canada designed for cold climate and comple...Highest meteorological station in Canada designed for cold climate and comple...
Highest meteorological station in Canada designed for cold climate and comple...Winterwind
 
DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...
DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...
DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...Deltares
 
120514 Consulting Services Linkedin
120514  Consulting Services Linkedin120514  Consulting Services Linkedin
120514 Consulting Services LinkedinAVandrea
 
Nwtc turb sim workshop september 22 24, 2008- site specific models
Nwtc turb sim workshop september 22 24, 2008- site specific modelsNwtc turb sim workshop september 22 24, 2008- site specific models
Nwtc turb sim workshop september 22 24, 2008- site specific modelsndkelley
 
Up on the Rooftop: Updating HVAC Rooftop UnitPerformance
Up on the Rooftop: Updating HVAC Rooftop UnitPerformanceUp on the Rooftop: Updating HVAC Rooftop UnitPerformance
Up on the Rooftop: Updating HVAC Rooftop UnitPerformanceE Source Companies, LLC
 
Ian Grant_An improved satellite-based long record of Australian vegetation dy...
Ian Grant_An improved satellite-based long record of Australian vegetation dy...Ian Grant_An improved satellite-based long record of Australian vegetation dy...
Ian Grant_An improved satellite-based long record of Australian vegetation dy...TERN Australia
 
Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...
Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...
Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...Renewable NRG Systems
 
Meteorological Observations for Energy Siting
Meteorological Observations for Energy SitingMeteorological Observations for Energy Siting
Meteorological Observations for Energy Sitingriseagrant
 
Wireless wetherstation
Wireless wetherstationWireless wetherstation
Wireless wetherstationMohan
 
1115161Wind Power Now, Tomorrow C.P. (Case) .docx
1115161Wind Power Now, Tomorrow  C.P. (Case) .docx1115161Wind Power Now, Tomorrow  C.P. (Case) .docx
1115161Wind Power Now, Tomorrow C.P. (Case) .docxpaynetawnya
 

Similaire à Campbell iain (20)

Derrick alan
Derrick alanDerrick alan
Derrick alan
 
Offshore wind resource assessment
Offshore wind resource assessmentOffshore wind resource assessment
Offshore wind resource assessment
 
Remote Sensing Application in Wind Energy
Remote Sensing Application in Wind EnergyRemote Sensing Application in Wind Energy
Remote Sensing Application in Wind Energy
 
04-DESIGN AND LAYOUT OF WIND FARM.pdf
04-DESIGN AND LAYOUT OF WIND FARM.pdf04-DESIGN AND LAYOUT OF WIND FARM.pdf
04-DESIGN AND LAYOUT OF WIND FARM.pdf
 
EGU21-11075_presentation.pptx
EGU21-11075_presentation.pptxEGU21-11075_presentation.pptx
EGU21-11075_presentation.pptx
 
Morelia workshop presentation william ross
Morelia workshop presentation william rossMorelia workshop presentation william ross
Morelia workshop presentation william ross
 
Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...
Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...
Peter Davies & Morten Boegild - Tidal turbine array modelling, influence of w...
 
Highest meteorological station in Canada designed for cold climate and comple...
Highest meteorological station in Canada designed for cold climate and comple...Highest meteorological station in Canada designed for cold climate and comple...
Highest meteorological station in Canada designed for cold climate and comple...
 
14793 vibration studies
14793 vibration studies14793 vibration studies
14793 vibration studies
 
DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...
DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...
DSD-INT 2014 - Delft3D Users Meeting - Application of Delft3D in an Operation...
 
2013 tms decagon_product overview
2013 tms decagon_product overview2013 tms decagon_product overview
2013 tms decagon_product overview
 
120514 Consulting Services Linkedin
120514  Consulting Services Linkedin120514  Consulting Services Linkedin
120514 Consulting Services Linkedin
 
Nwtc turb sim workshop september 22 24, 2008- site specific models
Nwtc turb sim workshop september 22 24, 2008- site specific modelsNwtc turb sim workshop september 22 24, 2008- site specific models
Nwtc turb sim workshop september 22 24, 2008- site specific models
 
Up on the Rooftop: Updating HVAC Rooftop UnitPerformance
Up on the Rooftop: Updating HVAC Rooftop UnitPerformanceUp on the Rooftop: Updating HVAC Rooftop UnitPerformance
Up on the Rooftop: Updating HVAC Rooftop UnitPerformance
 
Ian Grant_An improved satellite-based long record of Australian vegetation dy...
Ian Grant_An improved satellite-based long record of Australian vegetation dy...Ian Grant_An improved satellite-based long record of Australian vegetation dy...
Ian Grant_An improved satellite-based long record of Australian vegetation dy...
 
Dc voltage
Dc voltageDc voltage
Dc voltage
 
Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...
Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...
Advances in Wind Assessment Technology: Industry Pursuit of Higher Resource M...
 
Meteorological Observations for Energy Siting
Meteorological Observations for Energy SitingMeteorological Observations for Energy Siting
Meteorological Observations for Energy Siting
 
Wireless wetherstation
Wireless wetherstationWireless wetherstation
Wireless wetherstation
 
1115161Wind Power Now, Tomorrow C.P. (Case) .docx
1115161Wind Power Now, Tomorrow  C.P. (Case) .docx1115161Wind Power Now, Tomorrow  C.P. (Case) .docx
1115161Wind Power Now, Tomorrow C.P. (Case) .docx
 

Plus de Winterwind

Delle monache luca
Delle monache lucaDelle monache luca
Delle monache lucaWinterwind
 
Hietanen jarmo
Hietanen jarmoHietanen jarmo
Hietanen jarmoWinterwind
 
Hudecz adriana
Hudecz adrianaHudecz adriana
Hudecz adrianaWinterwind
 
Huttunen saara
Huttunen saaraHuttunen saara
Huttunen saaraWinterwind
 
Jordaens pieter jan
Jordaens pieter janJordaens pieter jan
Jordaens pieter janWinterwind
 
Lehtomäki ville
Lehtomäki villeLehtomäki ville
Lehtomäki villeWinterwind
 
Sell dr. stephan
Sell dr. stephanSell dr. stephan
Sell dr. stephanWinterwind
 
Söderberg stefan
Söderberg stefanSöderberg stefan
Söderberg stefanWinterwind
 
Ayabakan saygin
Ayabakan sayginAyabakan saygin
Ayabakan sayginWinterwind
 
Winterwind program
Winterwind programWinterwind program
Winterwind programWinterwind
 
Vestas de-icing development Morten Sloth, Vestas
Vestas de-icing development Morten Sloth, VestasVestas de-icing development Morten Sloth, Vestas
Vestas de-icing development Morten Sloth, VestasWinterwind
 
Canadian R&D activities on wind energy production in cold climate and in comp...
Canadian R&D activities on wind energy production in cold climate and in comp...Canadian R&D activities on wind energy production in cold climate and in comp...
Canadian R&D activities on wind energy production in cold climate and in comp...Winterwind
 
Comparison of visibility observations at a meteorological tower to cloud base...
Comparison of visibility observations at a meteorological tower to cloud base...Comparison of visibility observations at a meteorological tower to cloud base...
Comparison of visibility observations at a meteorological tower to cloud base...Winterwind
 

Plus de Winterwind (19)

Delle monache luca
Delle monache lucaDelle monache luca
Delle monache luca
 
Hietanen jarmo
Hietanen jarmoHietanen jarmo
Hietanen jarmo
 
Hudecz adriana
Hudecz adrianaHudecz adriana
Hudecz adriana
 
Hutton gail
Hutton gailHutton gail
Hutton gail
 
Huttunen saara
Huttunen saaraHuttunen saara
Huttunen saara
 
Jeffs justin
Jeffs justinJeffs justin
Jeffs justin
 
Jordaens pieter jan
Jordaens pieter janJordaens pieter jan
Jordaens pieter jan
 
Karlsson timo
Karlsson timoKarlsson timo
Karlsson timo
 
Lehtomäki ville
Lehtomäki villeLehtomäki ville
Lehtomäki ville
 
Sell dr. stephan
Sell dr. stephanSell dr. stephan
Sell dr. stephan
 
Sukosd attila
Sukosd attilaSukosd attila
Sukosd attila
 
Szasz robert
Szasz robertSzasz robert
Szasz robert
 
Turkia ville
Turkia villeTurkia ville
Turkia ville
 
Söderberg stefan
Söderberg stefanSöderberg stefan
Söderberg stefan
 
Ayabakan saygin
Ayabakan sayginAyabakan saygin
Ayabakan saygin
 
Winterwind program
Winterwind programWinterwind program
Winterwind program
 
Vestas de-icing development Morten Sloth, Vestas
Vestas de-icing development Morten Sloth, VestasVestas de-icing development Morten Sloth, Vestas
Vestas de-icing development Morten Sloth, Vestas
 
Canadian R&D activities on wind energy production in cold climate and in comp...
Canadian R&D activities on wind energy production in cold climate and in comp...Canadian R&D activities on wind energy production in cold climate and in comp...
Canadian R&D activities on wind energy production in cold climate and in comp...
 
Comparison of visibility observations at a meteorological tower to cloud base...
Comparison of visibility observations at a meteorological tower to cloud base...Comparison of visibility observations at a meteorological tower to cloud base...
Comparison of visibility observations at a meteorological tower to cloud base...
 

Dernier

Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?XfilesPro
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 

Dernier (20)

Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 

Campbell iain

  • 1. REMOTE SENSING DEVICES IN COLD CLIMATES IAIN CAMPBELL, MInstP WIND RESOURCE AND REMOTE SENSING ANALYST RES GROUP WINTERWIND, 13 FEBRUARY 2013 1
  • 2. ACKNOWLEDGEMENTS Malcolm Gail Marine Euan MacDonald Hutton Lannic George Alan Derrick This work was funded by the Swedish Energy Agency (Energimyndigheten) 2
  • 3. MET MASTS AND REMOTE SENSING DEVICES: WHY Met masts can: • Characterise wind regime • Aid turbine selection • Reduce uncertainty • Maximise project value But… 3
  • 4. REMOTE SENSING DEVICES IN COLD CLIMATES With increasing hub heights RSD have much to offer: • Validate mast measurements at hub height and across the rotor diameter • Provide hub height measured turbulence and extreme wind speed data • Offer insight into the effects of low turbulence intensity and high shear on turbine energy yield 4
  • 5. REMOTE SENSING DEVICES IN COLD CLIMATES This presentation will consider: • The validation of mast measured shear • The reliability of turbulence and extreme wind speed data from RSD • The impact of low turbulence intensity and stable atmospheric conditions on energy content 5
  • 6. LIDAR V1 AT HAVSNÄS WIND FARM Remote Sensing Instrumentation Setup • 1 power performance mast – Multiple heated & unheated instruments • 1 WINDCUBE V1 LiDAR – 10 measurement heights – 50 m separation distance 6
  • 7. SHEAR AT HAVSNÄS: SHEAR METHODOLOGIES Three shear methodologies are used: • One-point theoretical log law – Roughness length & displacement height – 1 wind speed measurement – Assume logarithmic profile • Two-point power law – 2 wind speed measurements – Power law used for extrapolation • Multi-point fitted log law – 3 or more wind speed measurements – Fitted logarithmic profile 7
  • 8. SHEAR AT HAVSNÄS LiDAR–Mast Multi-Point Shear Comparison • There is excellent agreement between fixed mast and WINDCUBE – Benefits from small separation distance for LiDAR devices – Different measurement techniques yet remarkable agreement  The WINDCUBE-measured velocity profile – provides excellent validation of mast-measured shear assumptions – To hub height – Across full rotor diameter 8
  • 9. SHEAR AT HAVSNÄS Extrapolating measurements to hub height • All three methods perform acceptably well, where – Forestry is well parameterised – Measurements are IEC-compliant – Class 1 anemometry is used • On more complex sites – Theoretical log law is not recommended • The multi-point method performs best overall – Leading to the lowest extrapolated wind speed error – Least sensitive to canopy height errors  For extrapolating wind speed to hub height – The multi-point method is recommended 9
  • 10. RELIABILITY OF TURBULENCE DATA FROM WINDCUBE • At Havsnäs, there is a well-defined relationship between the WINDCUBE and fixed mast standard deviation of mean wind speed data • Slope variation – For very similar anemometer heights – Flow distortion experienced by anemometers is responsible for variation 10
  • 11. RELIABILITY OF EXTREME WIND SPEED DATA FROM WINDCUBE • At Havsnäs, there is a well-defined relationship between the WINDCUBE and fixed mast maximum wind speed data • ≈ 6% underestimation of maximum wind speed – Result of volume averaging – Gust underestimation 11
  • 12. RELIABILITY OF TURBULENCE AND EXTREME WIND SPEED DATA: FINDINGS • At Havsnäs, there is a well-defined relationship for – Standard deviation of mean wind speed – Maximum wind speed • Agrees with RES’ prior experience – Variety of sites – Differing levels of terrain complexity  WINDCUBE provides reliable turbulence and extreme wind speed data – Data should be examined on a deployment-by-deployment basis 12
  • 13. LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: BACKGROUND DNV KEMA findings from northeast USA • At turbulence intensities below ≈ 9% – Shear not consistent across rotor – Hub height wind speed significantly overestimates energy through rotor • For sites with stable atmospheric conditions – High shear – Low TI  Mast likely to overestimate energy content through rotor  Energy loss adjustment factor applied ? Is such a loss factor appropriate for the Scandinavian climate? 13
  • 14. IEC DEFINITIONS: EQUIVALENT WIND SPEED The rotor-averaged or equivalent wind speed is defined as 13  n 3 Ai  veq   i 1 vi   A where • n is the number of available measurement heights (n ≥ 3); • vi is the wind speed measured at height i; • A is the complete area swept by the rotor (i.e. πR2 with Radius R); • Ai is the area of the i th segment, i.e. the segment the wind speed vi is representative for. 14
  • 15. IEC DEFINITIONS: SHEAR CORRECTION FACTOR A shear correction factor is defined as a ratio of the equivalent wind speed relative to the wind speed measured at hub height according to f r , X  veq , X vh, X where • veq,X is the equivalent wind speed (as defined in previous slide); • vh,X is the wind speed measured at hub height; • and the index X specifies the instrument or instrument setup both, veq,X and vh,X, are measured with. It is also possible to calculate a shear correction factor for wind speed extrapolated to hub height, something that is done in this analysis. 15
  • 16. LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: FINDINGS • Shear is consistent across full rotor • At low TI – Turning point exists – But shear remains consistent across full range – No divergence at ≈ 9% 16
  • 17. LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: FINDINGS • Shear correction factors do not vary strongly with turbulence intensity • At low TI – Turning point exists at ≈ 9% – Small variation – No dramatic plunge 17
  • 18. LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: FINDINGS  The presence of low TI – Does not lead to an overestimation of hub height wind speed – Shear profile is not significantly over estimated by only using below hub height measurements  Fixed mast measurements are likely to underestimate energy content • Findings are consistent with another Swedish site 18
  • 19. LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: CONCLUSIONS  Justification for a universal energy loss adjustment factor is not evident  What has been observed in the USA cannot simply be applied in other regions where stable atmospheric conditions prevail – Not all stable atmospheric conditions result in an overestimation of energy through the rotor diameter  Each region should be treated separately  Each individual site should be considered on its own merits  RSD and long-term reference mast will indicate appropriateness of an energy loss adjustment factor 19
  • 20. BEST PRACTICE Following best practice is very important! (For all RSD types) • Device Siting • Snow Platform • IEC Measurement Height Recommendations • Correctly Configured Measurement Heights • Low Aerosol Configuration • Cold Weather Insulation • Device Monitoring • Deploy Webcam 20
  • 21. SUMMARY: KEY POINTS • Following best practice is very important – Maximise project value • Multi-point shear most appropriate for extrapolation to hub height – Minimises error • WINDCUBE gives excellent validation of mast-measured shear assumptions – Across full rotor • WINDCUBE provides reliable turbulence and extreme wind speed data – Should be judged on a site-by-site basis • RSD should be deployed to investigate impact of stability on rotor energy content – No negative impacts at Havsnäs or ‘Other Swedish Site’ 21
  • 22. FINAL CONCLUSION  The deployment of an appropriate RSD in conjunction with a long-term reference mast at each wind farm site – Is highly recommended – Will enable informed judgements to be taken – Minimise uncertainty – Maximise project value  Full details of analysis in ‘Havsnäs Pilot Project Report’ – With Swedish Energy Agency for publication 22
  • 23. 23
  • 24. REMOTE SENSING DEVICES IN COLD CLIMATES ADDITIONAL CONTENT 24
  • 25. WINDCUBE & FIXED MAST MEASUREMENT HEIGHTS Sweden, RT90, National Map Mast Data Currently Available Altitude Vane Mast on 2.5 gon W Anemometer Heights (m) Heights (m) (m ASL) X (m) Y (m) Dates 30.1, 30.1, 50.1, 50.3, 48.1, 48.3, SWEalaM6261 1495312 7111825 521 70.8, 72.6, 72.8, 87.1, 16/09/2011-25/07/2012 70.6, 85.1, 85.3 87.3, 89.1, 96.0, 96.0 Sweden, RT90, National Mast Altitude Measurement Data Currently Available Mast Map on 2.5 gon W (m ASL) Heights (m) X (m) Y (m) Dates 52.5, 67.5, 77.5, 87.5, 97.5, 107.5, SWEalaM814 1495302 7111875 520 16/09/2011– 24/07/2012 117.5, 127.5, 137.5, 142.5 25
  • 26. OPERATIONAL CONSIDERATIONS: DATA CAPTURE Cold Climate: Clean air & low aerosol density • Initial low data capture due to wiper failure • Following wiper replacement: – Data capture still lower than expected  Standard device configuration not appropriate for cold climate sites with low aerosol density • Manufacturer recommends: – Increase pulses per line of sight to 40,000 – Reduce the carrier to noise (CNR) threshold appropriately (2dB). 26
  • 27. OPERATIONAL CONSIDERATIONS: DEVICE RECONFIGURATION • Reconfiguration results in increased data capture – Absolute increase around 37% • Other aspects of device performance unaffected  At sites with low aerosol densities – The WINDCUBE should be reconfigured  Recommendation: – Increase pulses per line of sight to 40,000 – Reduce the CNR threshold by 2 dB 27
  • 28. WINDCUBE V1 FILTERING REGIME WINDCUBE V1 Filters Vertical wind speed censor (m.s-1) 1.5 Availability (%) 90 28
  • 29. MAST SEPARATION DISTANCES M626 M628 M630 M628 7653 M630 7131 5025 M814 (LiDAR) 51 7699 7181 29
  • 30. EFFECT OF WIPER REPLACEMENT: CORRELATIONS Data from 16/09/2011 until 17/11/2011 with the original wiper unit Data from 21/11/2011 until 06/01/2012 with the replacement unit 30
  • 31. EFFECT OF RECONFIGURATION: MEAN WIND SPEED CORRELATIONS Data from 21/11/2011 until 06/01/2012 with the original configuration Data from 01/02/2012 until 16/02/2012 With new configuration 31
  • 32. EFFECT OF RECONFIGURATION: STANDARD DEVIATION CORRELATIONS Data from 21/11/2011 until 06/01/2012 with the original configuration Data from 01/02/2012 until 16/02/2012 With new configuration 32
  • 34. DEVICE VERIFICATION Acceptance Test Results FM Height WINDCUBE V1 Height Slope R2 Pass/Fail (m) (m) 96.0 97.5 0.975 0.995 PASS Wake Free Wake Free Mast Sector Sector Start (o ) End (o) M626 M814 297 75 (LiDAR) 34
  • 35. TURBULENCE: VARIOUS SITES • Simple • Offshore • Moderately complex site1 • Moderately complex site2 35
  • 36. LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: OTHER SWEDISH SITE • Shear is consistent across full rotor • At low TI – Turning point exists – But shear remains consistent across full range – No divergence at ≈ 9% 36
  • 37. LOW TURBULENCE STABLE ATMOSPHERIC CONDITIONS: OTHER SWEDISH SITE • RS shear correction factors do not vary strongly with turbulence intensity • At low TI – Small variation – No dramatic plunge • FM hub height wind speed tends to underestimate rotor wind speed • At low TI underestimation decreases – Due to the fixed shear exponent not capturing the turbulence dependency of shear • However, the result does not suggest that an energy loss factor is appropriate 37
  • 38. INTER MAST WIND SPEED CORRELATIONS The relationship between correlation and separation distance: • The nature of the relationship is likely to be site dependent • At Havsnäs – For every 1 km increase in separation distance, – The r-value decreases by approximately 0.03 • Generally, measurement height is not a factor 38
  • 39. SHEAR AT HAVSNÄS LiDAR–Mast Multi-Point Shear Comparisons M626 M628 M630 • There is some wind speed variation across the Havsnäs site • Nevertheless, there is good agreement in shear across the site • From the Havsnäs analysis, it is suggested that – With r-values as low as 0.7 – And distance separations as great as 7.7 km  The LiDAR-measured velocity profile can validate mast-measured shear assumptions across large wind farm sites 39
  • 40. 40