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Advanced W ind Resource Assessment       157


                    Wind resource map at a detailed level of granularity, a 50 m x

                    50 m granularity is recommended for wind farm layout. This
                    resource map specifies the mean wind speed in each 50 m x
                    50 m cell.
                    Turbine details like rated power, tower height, rotor diameter,

                    and others
                    Wind farm details like desired size of wind farm in terms of

                    megawatt and type of layout (regular grid versus random).
                    Constraints of the wind farm. There will be several site-

                    specific constraints, a few examples are presented below:
                      Boundary of the wind farm

                      Outline of roads, transmission lines, microwave paths,

                      water bodies, residential/office/industrial/recreational
                      areas, and other features that require a setback
                      Setback distances from each marked feature. In some ar-

                      eas, local wind ordinances specify the setback distances
                      from different features. For instance, setback from property
                      boundary may be 1.25H; setback from roads, transmission
                      lines, and water bodies may be 1.5H; inhabited areas may
                      be 500 m, where H is the total height = tower height +
                      blade radius. The setback conditions are discussed in more
                      detail in Chapter 11.
                      An elliptical exclusion zone around a turbine. The ellipse is

                      defined using distances between turbines perpendicular to
                      and parallel to the predominant direction of wind. To speed
                      up the layout optimization, these constraints are specified
                      so that the algorithm treats the elliptical region around the
                      center of a turbine as an exclusion zone for placing other
                      turbines. As mentioned in the wake section, 9D and 3D are
                      guidelines for the major and minor radius of the ellipse.
                      Exclusion areas because of environmental constraints like

                      noise, shadow flicker, visual impact, wetlands, wildlife,
                      and others.
                      Exclusion areas because of flight safety and interference

                      with long-range radars
              Wind resource assessment applications, like WindPRO and
              WindFarmer, have implemented tools to specify the constraints and
              compute an optimal layout using discrete optimization methods. A
              general optimization problem of this type will have multiple local
              maxima and the challenge is to find the global maximum or an ac-
              ceptable local maxima. An optimization of large 100+ MW wind farm
              may take a few hours to run. The results include a layout of turbines,
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