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158   Chapter Eight


              and average annual energy production and wake losses for each tur-
              bine. Wake loss of 10 to 12% is acceptable; turbines with higher wake
              losses are progressively removed from the layout and the layout is
              then reoptimized. For instance, consider a first pass wind farm op-
              timization of a 120-MW wind farm with 60 turbines (each turbine is
              2 MW). Suppose this layout has 10 turbines with wake losses of more
              than 10%. In order to reduce the wake losses, the above layout will be
              re-optimized by removing the five lowest energy-producing turbines
              and setting a constraint of 110 MW. If required, additional reoptimiza-
              tions may be performed in order to achieve acceptable wake loss.
                 As with most real-life modeling problems, at the start of the opti-
              mal layout process, not all constraints are available. Even for available
              constraints, not all information is available with specificity. The opti-
              mal layout is, therefore, executed dozens of times. Optimality of en-
              ergy production is important because even small increases (about 1%)
              in energy output may lead to additional annual revenue per turbine
              of $50,000 to $100,000. 6


        Wind Turbine Class Selection
              An integral part of wind resources assessment is to determine the
              wind turbine class (Table 8-3) that is suitable for the site. This step
              involves verifying that the actual site conditions are less severe than
                                                              5
              the design conditions for the class of turbine. IEC 61400-1 provides
              the design conditions. For convenience, the design conditions are split
              into two broad categories:

                    Wind conditions: Extreme wind speed, turbulence, and wake

                    effects
                    Other conditions like terrain, soil conditions, and seismic

                 Wind turbine class must be chosen such that the following condi-
              tions are satisfied: 4,5


                    WTG Class            I          II          III
                        V ref (m/s)     50         42.5        37.5
               A         I ref                     0.16
               B         I ref                     0.14
               C         I ref                     0.12


              Source: From Wind Turbine, Part 1 Design Requirements. International
              Electrotechnical Commission, Geneva, 2005. IEC 61400-1 Edition 3.
              TABLE 8-3 Wind Turbine Class Definition
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