DOE PREPROCESSING WORKER

Applies pre-processing transformations to a DOE experiment table prior to simulation runs; currently supports Cockcroft-Latham damage curve generation, which derives a damage curve from a hardening curve and tensile failure strain for each simulation in the dataset. Use this worker when DOE experiment configurations require material damage pre-processing before solver submission.

When to use

Tagged: cockcroft_latham, damage_curve, doe, doe_preprocessing, hardening_curve, material_failure, preprocessing.

Inputs

Label ID Type Default Required Description
Experiments doe_experiments dataset Dataset table of DOE experiment rows, each representing one simulation configuration; must contain at least the simulation ID column and the tensile failure strain column referenced in preprocessing_params.
Simulation Column Id sim_id_column scalar id Name of the column in doe_experiments that holds the simulation identifier used to look up each simulation record; defaults to ‘id’.
Pre-processing Type pre_processing_type scalar cockcroft_latham_damage Selects the pre-processing algorithm to apply; currently the only supported value is ‘cockcroft_latham_damage’, which computes a Cockcroft-Latham damage curve for each simulation.
Preprocessing parameters preprocessing_params textarea   Key-value map (textarea) supplying algorithm-specific parameters; for ‘cockcroft_latham_damage’ the required keys are tensile_failure_column (column name in doe_experiments), hardening_curve_id (curve ID to retrieve from the simulation), and damage_curve_id (curve ID to replace in the simulation).

Outputs

Label ID Type Description
Simulations pre_processed_info dataset Dataset of pre-processed simulation records, each containing the simulation ID, tensile failure strain, the original hardening curve, and the newly computed damage curve; consumed by downstream solver or DOE evaluation workers.

Disciplines

  • ai_ml.preprocessing
  • design_exploration.doe
  • engineering.material.calibration
  • engineering.material.failure

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