DATASET GET SOBOL¶
Computes Sobol sensitivity indices for a dataset, quantifying how much variance in each target output is attributable to each input variable. Use this worker when you need variance-based global sensitivity analysis to rank the influence of input parameters on simulation or experimental responses.
When to use¶
Classification: process.
Tagged: dataset, doe, global_sensitivity, indices, sensitivity, sobol, variance_based.
Inputs¶
| Label | ID | Type | Default | Required | Description |
|---|---|---|---|---|---|
| Dataset | dataset | dataset | — | Input dataset containing both the input variables and target response columns; all rows are used for the Sobol index estimation. | |
| Inputs | inputs | scalar | — | One or more column names from the dataset to treat as input (independent) variables for the sensitivity analysis; select all parameters whose influence you want to quantify. | |
| Targets | targets | scalar | — | One or more column names from the dataset to treat as output (response) variables whose variance will be decomposed into Sobol indices. | |
| Number Of Sampling | num_sampling | scalar | 10000 | Number of Monte Carlo samples used internally to estimate the Sobol indices; defaults to 10 000 — increase for higher accuracy at the cost of compute time. |
Outputs¶
| Label | ID | Type | Description |
|---|---|---|---|
| dataset_sobol_output_1 | dataset_sobol_output_1 | dataset | Dataset containing the first-order and total-order Sobol indices for every input–target combination, with one row per input variable. |
Disciplines¶
- data.statistics
- design_exploration.sensitivity
Runnable example¶
A runnable example is registered for this worker. Open the example workflow on the d3VIEW canvas: /api/workflow/example?id=dataset_get_sobol
Auto-generated from transformation schema. Worker id: dataset_get_sobol. Schema hash: e25d37b2c414. Hand-curated docs in workerexamples/ override this page when present.