idUnitGain

Specify absence of nonlinearities for specific input or output channels in Hammerstein-Wiener models

unit=idUnitGain

Description

unit=idUnitGain instantiates an object that specifies an identity mapping F(x)=x to exclude specific input and output channels from being affected by a nonlinearity in Hammerstein-Wiener models.

Use the idUnitGain object as an argument in the nlhw estimator to set the corresponding channel nonlinearity to unit gain.

For example, for a two-input and one-output model, to exclude the second input from being affected by a nonlinearity, use the following syntax:

In this case, the first input saturates and the output has an associated deadzone nonlinearity.

idUnitGain Properties

idUnitGain does not have properties.

Examples

For example, for a one-input and one-output model, to exclude the output from being affected by a nonlinearity, use the following syntax:

m = nlhw(Data,Orders,'idSaturation','idUnitGain')

In this case, the input has a saturation nonlinearity.

If nonlinearities are absent in input or output channels, you can replace idUnitGain with an empty matrix. For example, to specify a Wiener model with a sigmoid nonlinearity at the output and a unit gain at the input, use the following command:

m = nlhw(Data,Orders,[],'idSigmoidNetwork');

Tips

Use the idUnitGain object to exclude specific input and output channels from being affected by a nonlinearity in Hammerstein-Wiener models. idUnitGain is a linear function $y=F\left(x\right)$, where F(x)=x.

Compatibility Considerations

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Not recommended starting in R2021b