Genetic Algorithm for Wind Farm Layout Optimization


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Documentation for package ‘windfarmGA’ version 2.2.1

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BaroHoehe Calculates Air Density, Air Pressure and Temperature according to the Barometric Height Formula
calculateEn Calculate Energy Outputs of Individuals
cansee cansee
crossover1 Crossover Method
dup_coords Splits duplicated coords (copy of geoR::dup.coords)
fitness Evaluate the Individual Fitness values
genAlgo Start a Genetic Algorithm for a wind farm layout optimization
getDEM getDEM
getISO3 getISO3
getRects Get the Grid-IDs from binary matrix
GridFilter Make a grid from a Polygon
heatmapGA Plot heatmap of fit grid cells
HexaTex Polygon to Hexagonal Grid Tessellation
InfluPoints Find potentially influencing turbines
interpol_view interpol_view
isSpatial Transform to SpatialPolygons
leafPlot Leaflet Plot of a Wind Park
mutation Mutation Method
permutations Enumerate the Combinations or Permutations of the Elements of a Vector
plotbeorwor Plot if previous population was better or worse
plotCloud Plot outputs of all generations with standard deviations
plotEvolution Plot the evolution of fitness values
plotfitnessevolution Plot the changes of min/mean/max fitness values
plotparkfitness Plot the genetic algorithm results
plotResult Plot the best Results
PlotWindfarmGA Plot the results of an optimization run
plotWindrose Plot a Windrose
plot_farm_3d plot_farm_3d
plot_viewshed plot_viewshed
RandomSearch RandomSearch Randomise the output of the Genetic Algorithm.
RandomSearchPlot RandomSearchPlot Plot the result of a randomized ouput.
RandomSearchTurb RandomSearchTurb Randomise the location of a single turbine.
rasterprofile rasterprofile
readinteger Check Input Crossover Method
readintegerSel Check Input Selection Method
selection1 Selection Method
splitAt Divide matrices or integer at certain locations
StartGA Create a random initial Population
tess2SPdf Create a Tesselation from a Polygon
trimton Adjust the amount of turbines per windfarm
VekWinkelCalc Calculate distances and angles of possibly influencing turbines
viewshed viewshed
viewTo viewTo
windata_format Transform Winddata
windfarmGA Check user input and start an optimization