### Anomaly Detection Model Generation Steps

Source: https://github.com/industrial-edge/anomaly-detection-getting-started/blob/main/docs/Installation.md

This documentation outlines the sequential steps involved in generating an anomaly detection model, from initial application setup to live inference deployment.

```APIDOC
Start application:
  - Open the Anomaly Detection App on your IED.

Create new model:
  - Navigate to the 'Model generation' section.
  - Add a new model.

Select data:
  - Choose relevant input data for anomaly detection algorithm creation.
  - Click 'Add variable' and select desired variables (e.g., Fx, Fy, Fz, Tx, Ty, Tz for Screw Simulation).
  - Edit 'Time range for model generation' to define the learning period.
  - Ensure the time range for model creation does not contain anomalies.

Transform and normalize data:
  - Access the 'Data Transformation' section.
  - Add transformation nodes (e.g., vector addition for Fx and Fy).
  - Connect nodes to create the data flow.
  - Rename and recolor output variables as needed.
  - Normalize data by selecting normalization blocks.
  - Use 'Derive from time series data...' to automatically calculate scaling and translation factors.
  - Apply the calculated normalization values.

Define algorithm and perform model creation:
  - Switch to the 'Algorithm' section.
  - Select 'Full Relationship Analysis' as the algorithm.
  - Adjust 'batch size' (e.g., to 4) for simultaneous time frame processing during training.
  - Set 'Epochs' (e.g., to 8) for model refinement.
  - Monitor training losses per epoch.
  - Navigate to the 'Model calculation' section to start model creation.
  - Model creation time depends on the selected time range and epochs.

View Live Anomaly Detection model inference:
  - (This section is mentioned but no specific steps are detailed in the provided text.)
```

--------------------------------

### Import Flow in IE Flow Creator

Source: https://github.com/industrial-edge/anomaly-detection-getting-started/blob/main/docs/Installation_ScrewSimulation.md

Instructions for importing a simulation flow into the IE Flow Creator application. This involves using the application's menu or a keyboard shortcut to import a JSON file.

```bash
ctrl-i
```

--------------------------------

### Databus Metadata Topic

Source: https://github.com/industrial-edge/anomaly-detection-getting-started/blob/main/docs/Installation_ScrewSimulation.md

Specifies the metadata topic used when configuring a new connector in IIH Essentials for Databus integration.

```json
{
  "metadataTopic": "ie/m/j/simatic/v1/sim/dp"
}
```

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