Table 1 Details of experimental datasets and federated partitioning.

From: Secure multi-party test case data generation through generative adversarial networks

Protocol

Source

Total Messages

Command Types Covered

Distribution Skew (Non-IID)

Feature Dimension (d)

Modbus-TCP

ModbusPal

50,000

Read/Write Registers, Coils

\(\alpha =0.5\) (Dirichlet)

256

OPC UA

Eclipse Milo

30,000

Read, Write, Browse, Sub

\(\alpha =0.5\) (Dirichlet)

1,024

CoAP

Caliifornium

20,000

GET, PUT, POST, DELETE

\(\alpha =0.5\) (Dirichlet)

512

  1. \(^{-}\)Note: All datasets represent synthetic traces mimicking real-world industrial traffic. Data is partitioned across \(K=5\) participants using a Dirichlet distribution (\(\alpha = 0.5\)) to simulate Non-IID data silos.