LabVIEW Control Design and Simulation Module

SI Estimate AR Model VI

  • Updated2023-03-14
  • 5 minute(s) read

SI Estimate AR Model VI

Owning Palette: Parametric Model Estimation VIs

Requires: Advanced Signal Processing Toolkit or Control Design and Simulation Module

Estimates the parameters of an AR model for an unknown system. Wire data to the response signal input to determine the polymorphic instance to use or manually select the instance.

Details  

SI Estimate AR Model (Waveform)

principle component level (%) defines the percentage of principle components this VI uses. This parameter applies only when method is Principal Component.
response signal specifies the input waveform of the response signal. The length of response signal must be greater than two times order of AR model.
order of AR model specifies the order of the AR model. The value of order of AR model must be greater than or equal to 0.
method specifies the method to use to estimate the AR model.

0Forward-Backward (default)
1Least-Squares
2Yule-Walker
3Burg-Lattice
4Principal Component
error in describes error conditions that occur before this node runs. This input provides standard error in functionality.
system model out returns information about the model structure, nominal or estimated parameters, identification result, and so on. Use the Model Management VIs to retrieve the information system model out contains.
Note  You can use a customized system model probe to view model information that flows through system model wires when you debug a block diagram created with the System Identification VIs. Right-click a system model wire and select Custom Probe»SI System Model from the shortcut menu to use the system model probe.
coefficients of AR model returns the coefficients of the AR model.
noise returns the disturbance e(t) in the estimated system model.
error out contains error information. This output provides standard error out functionality.

SI Estimate AR Model (Array)

principle component level (%) defines the percentage of principle components this VI uses. This parameter applies only when method is Principal Component.
response signal specifies an array that represents the response signal. The length of response signal must be greater than two times order of AR model.
order of AR model specifies the order of the AR model. The value of order of AR model must be greater than or equal to 0.
method specifies the method to use to estimate the AR model.

0Forward-Backward (default)
1Least-Squares
2Yule-Walker
3Burg-Lattice
4Principal Component
error in describes error conditions that occur before this node runs. This input provides standard error in functionality.
sampling rate (Hz) specifies the sampling frequency in hertz. The value of sampling rate must be greater than 0. sampling rate is ignored if the response signal is a waveforms data file.
system model out returns information about the model structure, nominal or estimated parameters, identification result, and so on. Use the Model Management VIs to retrieve the information system model out contains.
Note  You can use a customized system model probe to view model information that flows through system model wires when you debug a block diagram created with the System Identification VIs. Right-click a system model wire and select Custom Probe»SI System Model from the shortcut menu to use the system model probe.
coefficients of AR model returns the coefficients of the AR model.
noise returns the disturbance e(t) in the estimated system model.
error out contains error information. This output provides standard error out functionality.

SI Estimate AR Model Details

Refer to the LabVIEW System Identification VIs Algorithm References manual for more information about the forward-backward, least-squares, Yule-Walker, Burg-Lattice, and principal component methods.

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