Defines a fuzzy membership function through a Gaussian or normal distribution based around a user-specified midpoint (which is assigned a membership of 1) with a defined spread decreasing to zero.
The tool that uses the FuzzyGaussian object: Fuzzy Membership.
The equation for the fuzzy Gaussian function is:
The inputs to the equation are f1, the spread, and f2, the midpoint. Increasing the spread causes the fuzzy membership curve to become steeper.
The Gaussian function is useful if the membership is near a specific value.
The input values can be either integer or floating point positive values.
Gaussian is similar to the Near function but has a more narrow spread.
The user-defined value with a fuzzy membership of 1.
The default is the midpoint of the range of values of the input raster.
Defines the spread of the Gaussian function. The spread generally ranges from 0.01 to 1, with the larger the value results in a steeper distribution around the midpoint.
The user-defined value defining the midpoint for the membership function.
Defines the spread of the membership function. The larger the value results in a steeper distribution from the midpoint.
Demonstrates how to create a FuzzyGaussian class and use it in the FuzzyMembership tool within the Python window.
import arcpy from arcpy.sa import * from arcpy import env env.workspace = "c:/sapyexamples/data" outFzyMember = FuzzyMembership("as_std", FuzzyGaussian(12, 0.1)) outFzyMember.save("c:/sapyexamples/fzymemb")
Performs a FuzzyMembership using the FuzzyGaussian class.
# Name: FuzzyGaussian_Ex_02.py # Description: Scales input raster data into values ranging from zero to one # indicating the strength of a membership in a set. # Requirements: Spatial Analyst Extension # Import system modules import arcpy from arcpy import env from arcpy.sa import * # Set environment settings env.workspace = "C:/sapyexamples/data" # Set local variables inRaster = "as_std" # Create the FuzzyGaussian algorithm object midpoint = 10 spread = 0.2 myFuzzyAlgorithm = FuzzyGaussian(midpoint, spread) # Check out the ArcGIS Spatial Analyst extension license arcpy.CheckOutExtension("Spatial") # Execute FuzzyMembership outFuzzyMember = FuzzyMembership(inRaster, myFuzzyAlgorithm) # Save the output outFuzzyMember.save("c:/sapyexamples/fzygauss")