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Wind Energy I




                           Wind field
                        characterization


Michael Hölling, WS 2010/2011   slide 1
Wind Energy I                              Class content
                                                            5 Wind turbines in
                                                                                       6 Wind - blades
                                                              general
                                2 Wind measurements                                      interaction
                                                                                  7 Π-theorem

                                                                         8 Wind turbine
                                                                           characterization
                                  3 Wind field                                    9 Control strategies
                                    characterization
                                                                     10 Generator
    4 Wind power


                                                                     11 Electrics / grid




Michael Hölling, WS 2010/2011                     slide 2
Wind Energy I                    Motivation

 Why should we know anything about the wind field ?
                                Atmospheric boundary layer (ABL)




Michael Hölling, WS 2010/2011       slide 3
Wind Energy I                    Motivation

 Why should we know anything about the wind field ?
                                Atmospheric boundary layer (ABL)




Michael Hölling, WS 2010/2011       slide 3
Wind Energy I                    Motivation

 Why should we know anything about the wind field ?
                                Atmospheric boundary layer (ABL)




Michael Hölling, WS 2010/2011       slide 3
Wind Energy I                         Motivation
 Enercon E-126                          BARD 5.0




http://www.wind-energy-the-facts.org                http://www.ecogeneration.com.au




 Michael Hölling, WS 2010/2011           slide 4
Wind Energy I                   Motivation

 GROWIAN - Große Windkraftanlage (Big Wind energy converter)




Michael Hölling, WS 2010/2011     slide 5
Wind Energy I                   Resource wind
                                m 2 ρ·V                 ρ·A·x 2
 Kinetic energy of wind: E =       ·u =           ·u =
                                                    2
                                                             ·u
                                 2           2            2
 Corresponding power                 d ρ·A·x 2
 for constant velocity u : Pair =                   ·u
                                     dt       2
                                     1            2 dx
                                 =     ·ρ·A·u ·
                                     2               dt
                                     1
                                 =     · ρ · A · u3
                                     2
 Wind energy converter can NOT convert 100% of that energy !
 Consequently the power of the wind energy converter is also
 smaller:                      1
                 PW EC = cp · · ρ · A · u3 = cp · Pair
                               2
Michael Hölling, WS 2010/2011       slide 6
Wind Energy I                              Resource wind

              Power curve of wind energy converter - theory
                                                          rated
                           2.0
                                                                    P(u)
                           1.6
               P(u) [MW]




                           1.2
                                                          cut out
                           0.8    cut in

                           0.4

                           0.0
                              0            10                20        30
                                                u [m/s]
Michael Hölling, WS 2010/2011                   slide 7
Wind Energy I                   Resource wind

              Power curve of wind energy converter - reality




Michael Hölling, WS 2010/2011       slide 8
Wind Energy I                   Resource wind
               Annual mean wind speed taken from wind atlas




Michael Hölling, WS 2010/2011       slide 9
Wind Energy I                             Resource wind

 Estimation of Annual Energy Production (AEP) based on annual
 mean wind speed from wind atlas:
                           2.0
                                                                     P(u)
                           1.6
               P(u) [MW]




                           1.2

                           0.8
                                  500kW
                           0.4            u    annual       ≈ 7m/s

                           0.0
                              0           10                  20        30
                                                u [m/s]

Michael Hölling, WS 2010/2011                    slide 10
Wind Energy I                             Resource wind

 Is such a calculation realistic ? How does real wind behave ?
                                Wind velocity time series (20 days)




Michael Hölling, WS 2010/2011                  slide 11
Wind Energy I                    Resource wind

                 Calculation of 10-minute averaged wind speed




Michael Hölling, WS 2010/2011        slide 12
Wind Energy I                    Resource wind

                 Calculation of 10-minute averaged wind speed




Michael Hölling, WS 2010/2011        slide 12
Wind Energy I                   Resource wind

               Distribution of 10-minute averaged wind speeds
               (u)




Michael Hölling, WS 2010/2011       slide 13
Wind Energy I                   Resource wind
    Estimation of energy production based on wind distribution




                                               (u)




Michael Hölling, WS 2010/2011       slide 14
Wind Energy I                   Resource wind
    Estimation of energy production based on wind distribution




                                               (u)




Michael Hölling, WS 2010/2011       slide 14
Wind Energy I                          Resource wind
    Estimation of energy production based on wind distribution
                                E(u)




                                                      (u)




Michael Hölling, WS 2010/2011              slide 14
Wind Energy I                          Resource wind
    Estimation of energy production based on wind distribution
                                E(u)




                                                      (u)




Michael Hölling, WS 2010/2011              slide 14
Wind Energy I                          Resource wind
    Estimation of energy production based on wind distribution
                                E(u)




                                                      (u)




Michael Hölling, WS 2010/2011              slide 14
Wind Energy I                          Resource wind
    Estimation of energy production based on wind distribution
                                E(u)




                                                      (u)




Michael Hölling, WS 2010/2011              slide 14
Wind Energy I                                   Resource wind
    Estimation of energy production based on wind distribution
                                E(u)




                                                                 (u)
energy production:
              N                   N
      E=           E(ui ) =            counts(ui )/6 · P (ui )
             i=1                 i=1

Michael Hölling, WS 2010/2011                         slide 14
Wind Energy I                   Resource wind
 Comparison of energy production for mean wind speed and 10-
 minute averaged wind speed distribution (example based on
 data of 20 days):




                                 u = 6.3m/s                 244 kW




                                          E    =   counts(< u >)[h] · P (< u >)
                                               =   24 · 20 · 244 = 117120kW h


Michael Hölling, WS 2010/2011       slide 15
Wind Energy I                               Resource wind

                                E(u)




        N                 N
E=           E(ui ) =           counts(ui )/6 · P (ui ) = 166, 920kWh
       i=1               i=1

Michael Hölling, WS 2010/2011                     slide 16
Wind Energy I                        Resource wind

                        Description of wind speed distribution
               (u)




Michael Hölling, WS 2010/2011            slide 17
Wind Energy I                    Resource wind

                Convert to probability density by normalization




Michael Hölling, WS 2010/2011        slide 18
Wind Energy I                    Resource wind

               Distribution can be fitted by Weibull distribution



    A = scaling parameter

    k = form parameter

                                                            A=7

                                                            k = 2.59




Michael Hölling, WS 2010/2011         slide 19
Wind Energy I                      Resource wind

                                Weibull distribution




                                                       u [m/s]

Michael Hölling, WS 2010/2011           slide 20
Wind Energy I                             Resource wind

                                Wind speed variation with height
                                          Atmospheric boundary layer (ABL)




Michael Hölling, WS 2010/2011                 slide 21
Wind Energy I                   Wind field characterization

 Meteorological approach:
         logarithmic profile

         roughness length for topographical effects

         thermal effects

 International Electrotechnical Commission (IEC) approach:
         power law profile

         standard for site assessment

 Alternative approach:
         stochastic analysis

         high frequency data for better understanding


Michael Hölling, WS 2010/2011             slide 22
Wind Energy I                   Meteorological approach

 Wind speed u (mean values) as a function of height z:

 Logarithmic profile:




     u* = friction velocity (typically between
     0.1m/s and 0.5m/s)

     k = von Karman constant, about 0.4

     z0 = surface roughness length




Michael Hölling, WS 2010/2011               slide 23
Wind Energy I                   Meteorological approach

                                                          classes
                                                          3

                                                          2

                                                          1
                                                          0




Michael Hölling, WS 2010/2011            slide 24
Wind Energy I                   Meteorological approach

                                                          classes
                                                          3

                                                          2

                                                          1
                                                          0




Michael Hölling, WS 2010/2011            slide 25
Wind Energy I                   Meteorological approach

                     Influence of friction velocity u* on profile




Michael Hölling, WS 2010/2011            slide 26
Wind Energy I                   Meteorological approach

                     Influence of friction velocity u* on profile




Michael Hölling, WS 2010/2011            slide 27
Wind Energy I                   Meteorological approach

 Thermal effects make ABL stable, neutral or unstable
                                                          Monin Obukhov
                                                              length




Michael Hölling, WS 2010/2011            slide 28
Wind Energy I                        IEC approach

 Wind speed u (mean values) as a function of height z:

 Power law profile:




                                                    z2
 α needs to be fitted from data !

Velocity at height z can be determined by:
                                     α
                                z                   z1
              u(z) = u(z1 ) ·
                                z1
Commonly used for wind energy applications !

Michael Hölling, WS 2010/2011            slide 29
Wind Energy I                   Wind profile

          What is the difference between the two approaches ?




Michael Hölling, WS 2010/2011      slide 30
Wind Energy I                           Wind profile

          What is the difference between the two approaches ?




                                           u(z2)

                                u(z1)




Michael Hölling, WS 2010/2011              slide 30
Wind Energy I                           Wind profile

          What is the difference between the two approaches ?




                                           u(z2)

                                u(z1)




Michael Hölling, WS 2010/2011              slide 31
Wind Energy I Site characterization / assessment

 IEC demands information for site characterization:

     annual mean wind velocity

     parameters for Weibull distribution of 10-min averaged wind
     speeds

     annual mean wind profile
                                     σ<u>10min
     turbulence intensity       Ti =
                                     < u >10min




Michael Hölling, WS 2010/2011         slide 32
Wind Energy I                       Alternative approach

                                What happens in reality ?




Michael Hölling, WS 2010/2011              slide 33
Wind Energy I                       Alternative approach

                                What happens in reality ?




Michael Hölling, WS 2010/2011              slide 34

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Wind energy I. Lesson 3. Wind field characterization

  • 1. Wind Energy I Wind field characterization Michael Hölling, WS 2010/2011 slide 1
  • 2. Wind Energy I Class content 5 Wind turbines in 6 Wind - blades general 2 Wind measurements interaction 7 Π-theorem 8 Wind turbine characterization 3 Wind field 9 Control strategies characterization 10 Generator 4 Wind power 11 Electrics / grid Michael Hölling, WS 2010/2011 slide 2
  • 3. Wind Energy I Motivation Why should we know anything about the wind field ? Atmospheric boundary layer (ABL) Michael Hölling, WS 2010/2011 slide 3
  • 4. Wind Energy I Motivation Why should we know anything about the wind field ? Atmospheric boundary layer (ABL) Michael Hölling, WS 2010/2011 slide 3
  • 5. Wind Energy I Motivation Why should we know anything about the wind field ? Atmospheric boundary layer (ABL) Michael Hölling, WS 2010/2011 slide 3
  • 6. Wind Energy I Motivation Enercon E-126 BARD 5.0 http://www.wind-energy-the-facts.org http://www.ecogeneration.com.au Michael Hölling, WS 2010/2011 slide 4
  • 7. Wind Energy I Motivation GROWIAN - Große Windkraftanlage (Big Wind energy converter) Michael Hölling, WS 2010/2011 slide 5
  • 8. Wind Energy I Resource wind m 2 ρ·V ρ·A·x 2 Kinetic energy of wind: E = ·u = ·u = 2 ·u 2 2 2 Corresponding power d ρ·A·x 2 for constant velocity u : Pair = ·u dt 2 1 2 dx = ·ρ·A·u · 2 dt 1 = · ρ · A · u3 2 Wind energy converter can NOT convert 100% of that energy ! Consequently the power of the wind energy converter is also smaller: 1 PW EC = cp · · ρ · A · u3 = cp · Pair 2 Michael Hölling, WS 2010/2011 slide 6
  • 9. Wind Energy I Resource wind Power curve of wind energy converter - theory rated 2.0 P(u) 1.6 P(u) [MW] 1.2 cut out 0.8 cut in 0.4 0.0 0 10 20 30 u [m/s] Michael Hölling, WS 2010/2011 slide 7
  • 10. Wind Energy I Resource wind Power curve of wind energy converter - reality Michael Hölling, WS 2010/2011 slide 8
  • 11. Wind Energy I Resource wind Annual mean wind speed taken from wind atlas Michael Hölling, WS 2010/2011 slide 9
  • 12. Wind Energy I Resource wind Estimation of Annual Energy Production (AEP) based on annual mean wind speed from wind atlas: 2.0 P(u) 1.6 P(u) [MW] 1.2 0.8 500kW 0.4 u annual ≈ 7m/s 0.0 0 10 20 30 u [m/s] Michael Hölling, WS 2010/2011 slide 10
  • 13. Wind Energy I Resource wind Is such a calculation realistic ? How does real wind behave ? Wind velocity time series (20 days) Michael Hölling, WS 2010/2011 slide 11
  • 14. Wind Energy I Resource wind Calculation of 10-minute averaged wind speed Michael Hölling, WS 2010/2011 slide 12
  • 15. Wind Energy I Resource wind Calculation of 10-minute averaged wind speed Michael Hölling, WS 2010/2011 slide 12
  • 16. Wind Energy I Resource wind Distribution of 10-minute averaged wind speeds (u) Michael Hölling, WS 2010/2011 slide 13
  • 17. Wind Energy I Resource wind Estimation of energy production based on wind distribution (u) Michael Hölling, WS 2010/2011 slide 14
  • 18. Wind Energy I Resource wind Estimation of energy production based on wind distribution (u) Michael Hölling, WS 2010/2011 slide 14
  • 19. Wind Energy I Resource wind Estimation of energy production based on wind distribution E(u) (u) Michael Hölling, WS 2010/2011 slide 14
  • 20. Wind Energy I Resource wind Estimation of energy production based on wind distribution E(u) (u) Michael Hölling, WS 2010/2011 slide 14
  • 21. Wind Energy I Resource wind Estimation of energy production based on wind distribution E(u) (u) Michael Hölling, WS 2010/2011 slide 14
  • 22. Wind Energy I Resource wind Estimation of energy production based on wind distribution E(u) (u) Michael Hölling, WS 2010/2011 slide 14
  • 23. Wind Energy I Resource wind Estimation of energy production based on wind distribution E(u) (u) energy production: N N E= E(ui ) = counts(ui )/6 · P (ui ) i=1 i=1 Michael Hölling, WS 2010/2011 slide 14
  • 24. Wind Energy I Resource wind Comparison of energy production for mean wind speed and 10- minute averaged wind speed distribution (example based on data of 20 days): u = 6.3m/s 244 kW E = counts(< u >)[h] · P (< u >) = 24 · 20 · 244 = 117120kW h Michael Hölling, WS 2010/2011 slide 15
  • 25. Wind Energy I Resource wind E(u) N N E= E(ui ) = counts(ui )/6 · P (ui ) = 166, 920kWh i=1 i=1 Michael Hölling, WS 2010/2011 slide 16
  • 26. Wind Energy I Resource wind Description of wind speed distribution (u) Michael Hölling, WS 2010/2011 slide 17
  • 27. Wind Energy I Resource wind Convert to probability density by normalization Michael Hölling, WS 2010/2011 slide 18
  • 28. Wind Energy I Resource wind Distribution can be fitted by Weibull distribution A = scaling parameter k = form parameter A=7 k = 2.59 Michael Hölling, WS 2010/2011 slide 19
  • 29. Wind Energy I Resource wind Weibull distribution u [m/s] Michael Hölling, WS 2010/2011 slide 20
  • 30. Wind Energy I Resource wind Wind speed variation with height Atmospheric boundary layer (ABL) Michael Hölling, WS 2010/2011 slide 21
  • 31. Wind Energy I Wind field characterization Meteorological approach: logarithmic profile roughness length for topographical effects thermal effects International Electrotechnical Commission (IEC) approach: power law profile standard for site assessment Alternative approach: stochastic analysis high frequency data for better understanding Michael Hölling, WS 2010/2011 slide 22
  • 32. Wind Energy I Meteorological approach Wind speed u (mean values) as a function of height z: Logarithmic profile: u* = friction velocity (typically between 0.1m/s and 0.5m/s) k = von Karman constant, about 0.4 z0 = surface roughness length Michael Hölling, WS 2010/2011 slide 23
  • 33. Wind Energy I Meteorological approach classes 3 2 1 0 Michael Hölling, WS 2010/2011 slide 24
  • 34. Wind Energy I Meteorological approach classes 3 2 1 0 Michael Hölling, WS 2010/2011 slide 25
  • 35. Wind Energy I Meteorological approach Influence of friction velocity u* on profile Michael Hölling, WS 2010/2011 slide 26
  • 36. Wind Energy I Meteorological approach Influence of friction velocity u* on profile Michael Hölling, WS 2010/2011 slide 27
  • 37. Wind Energy I Meteorological approach Thermal effects make ABL stable, neutral or unstable Monin Obukhov length Michael Hölling, WS 2010/2011 slide 28
  • 38. Wind Energy I IEC approach Wind speed u (mean values) as a function of height z: Power law profile: z2 α needs to be fitted from data ! Velocity at height z can be determined by: α z z1 u(z) = u(z1 ) · z1 Commonly used for wind energy applications ! Michael Hölling, WS 2010/2011 slide 29
  • 39. Wind Energy I Wind profile What is the difference between the two approaches ? Michael Hölling, WS 2010/2011 slide 30
  • 40. Wind Energy I Wind profile What is the difference between the two approaches ? u(z2) u(z1) Michael Hölling, WS 2010/2011 slide 30
  • 41. Wind Energy I Wind profile What is the difference between the two approaches ? u(z2) u(z1) Michael Hölling, WS 2010/2011 slide 31
  • 42. Wind Energy I Site characterization / assessment IEC demands information for site characterization: annual mean wind velocity parameters for Weibull distribution of 10-min averaged wind speeds annual mean wind profile σ<u>10min turbulence intensity Ti = < u >10min Michael Hölling, WS 2010/2011 slide 32
  • 43. Wind Energy I Alternative approach What happens in reality ? Michael Hölling, WS 2010/2011 slide 33
  • 44. Wind Energy I Alternative approach What happens in reality ? Michael Hölling, WS 2010/2011 slide 34