anfis3: Anfis' trained example to use for demonstration

In anfis: Adaptive Neuro Fuzzy Inference System in R

Description

The example consist in learning of a bidimentional sinc(x,y) function using a regular grid of 121 points in the domain [-10,10]x[-10,10] and five independent Normalized Gaussian Membership Function (MF) for each input (x and y). The training process used the Hybrid off-line Jang's strategy for 10 epochs.

Format

An ANFIS trained object for demonstration.

Details

Trainning Set

• dim(x)= 121x2, the grid points.

• dim(y)= 121x1, the sinc(x, y) output.

Architecture

2 ( 5x5 ) - 25 - 75 ( 75x1 ) - 1, i. e., 2 inputs with five MFs in each input, 25 rules and 75 consequents for the single output (75x1)

Last training error

0.01916307

Author(s)

Cristobal Fresno [e-mail], Andrea S. Llera [e-mail] and Elmer A. Fernandez [e-mail]

Source

see trainSet

See Also

Other ANFIS: ANFIS-class; LSE, LSE, LSE,ANFIS-method, LSE-methods, trainHybridJangOffLine, trainHybridJangOffLine, trainHybridJangOffLine,ANFIS-method, trainHybridJangOffLine-methods, trainHybridJangOnLine, trainHybridJangOnLine, trainHybridJangOnLine,ANFIS-method, trainHybridJangOnLine-methods, trainHybridOffLine, trainHybridOffLine, trainHybridOffLine,ANFIS-method, trainHybridOffLine-methods; coef, coef,ANFIS-method, coefficients, coefficients,ANFIS-method, fitted, fitted,ANFIS-method, fitted.values, fitted.values,ANFIS-method, resid, resid,ANFIS-method, residuals, residuals,ANFIS-method, summary, summary,ANFIS-method; getConsequents, getConsequents, getConsequents,ANFIS-method, getConsequents,ANFIS-method, getErrors, getErrors, getErrors,ANFIS-method, getErrors,ANFIS-method, getPremises, getPremises, getPremises,ANFIS-method, getPremises-methods, getRules, getRules, getRules,ANFIS-method, getRules-methods, getTrainingType, getTrainingType, getTrainingType,ANFIS-method, getTrainingType,ANFIS-method; initialize, initialize,ANFIS-method; plotMF, plotMF, plotMF,ANFIS-method, plotMF-methods, plotMFs, plotMFs, plotMFs,ANFIS-method, plotMFs-methods; plot, plot,ANFIS-method; predict, predict,ANFIS-method; print, print,ANFIS-method, show, show,ANFIS-method; trainSet

anfis documentation built on May 2, 2019, 2:38 a.m.