Genetic Algorithm Project
My project is to optimize wind turbine placement in a given area. In
order to do this, I'm using both a wind simulation program (openWind:
awsopenwind.org) and the a genetic algorithm code base (Evolving
The process should work like this:
openWind will randomly place wind turbines in its simulated
environment and I will copy the coordinates of these turbines into the
evolving objects program. A wind farm of 20 turbine placements will
constitute an individual, and perhaps 500 or 1000 individuals will
constitute the population.
EO will perform the mutation, crossover, and selection procedures on
the population and output the resulting population as a list of
coordinate pairs for each individual. I will then transfer (copy and
paste unless the process can be easily automated) the coordinates for
the wind turbines into openWind, which will calculate how much energy
each wind farm can produce. Each production figure will then be transferred into
EO as a fitness value for the corresponding wind farm. I'll repeat
this process x amount of times unless someone finds an easy way to
The aspects preventing the completion of this process are EO's ability
to display population data and to accept fitness values rather than
calculate them itself.
I'm not sure how to proceed from here.
|All times are GMT +5.5. The time now is 16:16.|