Running the Design Study and Exporting FMU

By default, all the surrogates are computed automatically at the end of the design study run. To verify that the surrogate approximations represent the model behavior, you create surrogate fit plots.

After the design study completes, you export the surrogates to a Functional Mockup Unit (FMU) for use in Simcenter Flomaster.
To run multiple designs simultaneously:
  1. Select the Design Studies > junction_DOE > Settings > Run Settings node and set the Simultaneous Jobs to 5.
To launch the design study run:
  1. Right-click the Design Studies > junction_DOE node and select Run Study.
After running the design study, to make sure that the approximation is accurate, you create one surrogate fit plot for each response.

To create a Actual vs Residual plot for the first response:

  1. Right-click the Design Studies > junction_DOE > Surrogates > Surrogate_SA_Total_Pressure_Inlet1 node and select Create Plot > Surrogate > Actual vs Residual.
  2. In the Actual vs Residual Plot Setup dialog, click OK.
    By default, Design Manager plots the predicted value against the cross validation residuals of this response. See also Creating XY Plots.


    The bottom axis represents the predicted response values from the surrogate while the left axis represents the cross validation residuals from design runs.

    Cross V in the plot displays the Root Mean Squared Error (RMSE) of the Cross V(alidation) residuals of all the designs from the specified Design Set. The Cross V(alidation) residual of a design is the difference between the actual response value and the response value predicted by the reduced surrogate fit according to the cross-validation scheme specified. See also Cross Validation Scheme.

    The Cross V value 11.169675 Pa indicates a good surrogate prediction since the value is low compared to the pressure level of the response. Create the plots also for the other two responses also.

For a simpler setup in Simcenter Flomaster, you export the three surrogates in one FMU file rather than using separate files:

  1. Right-click the Design Studies > junction_DOE > Surrogates node and select Export to FMU....
  2. In the Export to FMU dialog, enter the name junction_surrogates.fmu and click Save.
    By default, Simcenter STAR-CCM+ exports an FMU of the type Model Exchange with FMI version 2.0. See also Export to FMU....
  3. Save the Design Manager project.