Adaptive Neuro-Fuzzy Modeling

Build Adaptive Neuro-Fuzzy Inference Systems (ANFIS), train Sugeno systems using neuro-adaptive learning

An adaptive neuro-fuzzy inference system (ANFIS) is a fuzzy system whose membership function parameters have been tuned using neuro-adaptive learning methods similar to those used in training neural networks. Fuzzy Logic Toolbox™ software provides command-line functions and an app for training Sugeno-type fuzzy inference systems using given input/output training data. For more information see Neuro-Adaptive Learning and ANFIS.


neuroFuzzyDesigner Open Neuro-Fuzzy Designer app
mfedit Open Membership Function Editor
ruleedit Open Rule Editor
ruleview Open Rule Viewer
surfview Open Surface Viewer
anfis Training routine for Sugeno-type fuzzy inference system
genfis1 Generate Fuzzy Inference System structure from data using grid partition
genfis2 Generate Fuzzy Inference System structure from data using subtractive clustering
genfis3 Generate Fuzzy Inference System structure from data using FCM clustering
mam2sug Transform Mamdani Fuzzy Inference System into Sugeno Fuzzy Inference System
newfis Create new Fuzzy Inference System
readfis Load Fuzzy Inference System from file
evalfis Perform fuzzy inference calculations
showfis Display annotated Fuzzy Inference System
writefis Save Fuzzy Inference System to file
plotfis Plot Fuzzy Inference System
addvar Add variable to Fuzzy Inference System
gaussmf Gaussian curve membership function
gbellmf Generalized bell-shaped membership function
trimf Triangular-shaped membership function
addmf Add membership function to Fuzzy Inference System
addrule Add rule to Fuzzy Inference System
gensurf Generate Fuzzy Inference System output surface
getfis Get fuzzy system properties
setfis Set fuzzy system properties
rmvar Remove variables from Fuzzy Inference System
dsigmf Difference between two sigmoidal functions membership function
gauss2mf Gaussian combination membership function
pimf Π-shaped membership function
psigmf Product of two sigmoidal membership functions
sigmf Sigmoidal membership function
smf S-shaped membership function
trapmf Trapezoidal-shaped membership function
zmf Z-shaped membership function
rmmf Remove membership function from Fuzzy Inference System
plotmf Plot all membership functions for given variable
evalmf Generic membership function evaluation
mf2mf Translate parameters between membership functions
defuzz Defuzzify membership function
showrule Display Fuzzy Inference System rules
parsrule Parse fuzzy rules

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