GNS3-based IIoT network infrastructure for cybersecurity simulation, traffic analysis, industrial network defense, and applied teaching labs.

Open Finnish training material on the EU Cyber Resilience Act (CRA), IEC 62443 industrial cybersecurity standards, and Software Bill of Materials (SBOM) for OT and IIoT systems. Practical examples, exercises, and tools (Syft, Grype) for engineers preparing for CRA compliance.

HAC-IDS: Leakage-Aware Semantic Harmonization and Few-Shot Calibration for Cross-Dataset Intrusion Detection in Heterogeneous IoT/IIoT Environments

Deep learning intrusion detection for IIoT/local-cloud telemetry using a Transformer-based tabular model, controlled experiments, ablations, ensembles, and risk-aware evaluation (AIF360 + NIST-aligned checks).

Leakage-safe, multi-seed evaluation pipeline for lightweight attention and mutual-information feature selection in IoT/IIoT intrusion detection.

Research dataset for IIoT and wireless sensor network cyber threat detection, supporting ML-based anomaly detection and security education.