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128   Chapter Seven


                                           Time
                                   Heights, Resolu-
               Location  Coordinates  m    tion, h  Duration  Type
               Valentine,  42.954N,  10, 25,  1   3/21/1995   Onsite
               NE       100.504W   40             to 4/1/1999 met-tower
               NCAR     42.500N,   10, 42    6    4/1975 to   Long-term
                        100.00W                   4/1999      reference

              TABLE 7-3 Characteristics of Measured Data and Long-Term Reference Data
              for the MCP Example
              in this paper, the authors show a significant reduction in uncertainty
              when 14 years of reference data is used versus 44 years of reference
              data. This is counterintuitive. However, the authors illustrate that
              there was a change in reference data about 14 years ago, probably
              because of change in instruments. This underscores the need for not
              only picking the right long-term reference data but also picking a time
              period that has consistent data.
                 The following example is used to illustrate the hindcasting/MCP
              process. Four years of measurement data is available from Valen-
              tine, Nebraska. This measurement wind data is from a tower that
              was managed by Global Energy Concepts for the Nebraska Power
                        8
              Association. Raw data is available for download at http://hprcc1.
              unl.edu/cgi-bin/winddr.cgi. For long-term reference, NCAR reanaly-
              sis data for a duration of 25 years is used. Details of the datasets are in
              Table 7-3. In this example, the prediction period for hindcasting will
              be 3/21/1975 to 3/31/1995. The two time series are plotted in Fig. 7-7.
              Hindcasting will generate a time series that will extend the measured
              time series to the past periods.

                                  1: Valentine met-tower.40.0m - 4
                               2: NCAR_BASIC_N42.5_W100.0.42.0m - srf
              10
              9
              8
              7
              6
              5
              4
              3
              2
              1
              0
                12/75  12/77  12/79  12/81  12/83  12/85  12/87  12/89  12/91  12/93  12/95  12/97
                      1: Local measurements (site data)(Speed)  2: Long term reference(Speed)

              FIGURE 7-7 Plot of local measurement and long-term reference monthly
              average wind speed data. Concurrent period is from 4/1995 to 4/1999.
              Prediction period for hindcasting is from 3/1975 to 3/1995.
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