Openwind Algorithm for Weibull Fitting |
The Openwind software uses a Weibull fit algorithm that finds the Weibull distribution meeting the following requirements:
Let's take requirement number 1 first. The following equation gives the mean wind power density (WPD) of the Weibull distribution, assuming constant air density:
We can also write an equation for the mean power density of the observed wind speeds, again assuming constant air density:
Requirement number 1 says that these must equate, so we can write:
Solving this for A gives:
(1) |
Requirement number 2 says that the mean of the Weibull distribution:
must equal the mean of the observed wind speeds:
Therefore:
Solving that for A gives:
And equating that with equation (1) gives an equation whose only unknown is k:
(2) |
When performing the Openwind Weibull fit algorithm, Windographer first solves equation (2) iteratively (using the Brent method) to find the k parameter. Then it uses equation (1) to calculate the A parameter.
See also
Preferred Weibull fit algorithm
Wind Speed Distribution window