Generating New Amplitude Samples from Random Field Data

The Field data models menu option Approximate from imported data > Amplitudes from random field data generates new amplitude samples from selected field quantities. For each active design, a new set of amplitudes is computed based on the random field model that is associated with the selected field quantity.

  • The respective random field models of the selected quantities must exist in the database.

  • You must select the complete set of field quantities. For example, if you have a cross-correlated random field model, then you must select all field quantities that are part of the model.

  • oSP3D determines the random field models that are associated with the selected quantities. For each random field model, the generation of amplitude samples is carried out.

  • The new scalar quantities are named as follows: amp[quantity ident][object type]_shape[number].

Usage

  • Parametrization of signals: Represent an input signal by few scalar parameters

    • Import signals from a DOE.

    • Create a random field model for the signal.

    • Delete all samples, save the database, and reload the database.

    • Import new signal data.

    • Project new signal samples into subspace of random field amplitudes.

    • Recompute smoothened field data from amplitudes to compare the original signal with the approximative representation.

  • Identify meta models between signals as input and scalar responses

    • Import signals from a DOE.

    • Create a random field model for the signal.

    • Export amplitude samples to optiSLang.

    • Create a MOP between the amplitudes and the scalar response.

    • Delete all samples, save the database, and reload the database.

    • Import new signal data.

    • Project new signal samples into subspace of random field amplitudes.

    • Export the new amplitude samples to optiSLang.

    • Approximate response values for the new amplitude samples using optiSLang's MOP

  • Also apply this for 3D field data on the input side.