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W ind Resource Assessment      133


               Wind Speed Aggregate                Correlation
               Daily average                         0.782
               Weekly average                        0.795
               Monthly average                       0.884
              TABLE 7-7  Correlation between Valentine and NCAR Wind Speed Data for
              Average Over Different Time Periods


              Thus far, only two long-term reference data sources have been con-
              sidered: Airport and reanalysis. For analysis of large wind farm in
              complex terrain, virtual mast data may be used as long-term refer-
              ence data. Virtual mast data is generated from mesoscale models, CFD
              simulation, or other similar models.


              Predict
              The objective of this step is to use the short-term onsite wind measure-
              ment data to predict long-term wind data at proposed WTG sites. As
              mentioned before, predict here means estimating the past. This predic-
              tion is important to obtain a lower uncertainty estimate for the average
              annual energy production over the 20-plus year life of a wind turbine.
              Three most commonly used methods for prediction will be described:
              Regression, Weibull Parameter Scaling, and Matrix Method. In addi-
              tion to the prediction methods, a statistical method is used to create
              the long-term time series.



              11
              10.5
              10
              9.5
               9
              8.5
               8
              7.5
               7
              6.5
               6
              5.5
               5
              4.5
               4
              3.5
               3
              2.5
               2
              1.5
               1
              0.5
               0
               04/95  07/95  10/95  01/96  04/96  07/96  10/96  01/97  04/97  07/97  10/97  01/98  04/98  07/98  10/98  01/99  04/99
                                      Site(Speed)  Reference(Speed)
              FIGURE 7-8 Plot of concurrent measured and reference monthly average wind
              speed data. Computed in WindPRO.
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