Digital Twin Simulation — IoT Edge-AI IDS

Explainable Digital Twin-enabled Edge-AI Framework · CICIoT2023 · Local Chrome dashboard

Open 3D Digital Twin Object Grid

Paper architecture — five layers

  1. Physical IoT Layer — sensors, cameras, plugs, gateways
  2. Edge Observation — flow extraction, cleaning, features
  3. Edge-AI IDS — CatBoost / Soft-Voting Ensemble
  4. Digital Twin Security — state, timeline, SHAP evidence
  5. Response Layer — monitor / throttle / rate-limit / isolate

DT alerts by attack class

Response-support actions

Device timeline

Risk map figure

DT device risk map

Attack propagation figure

Attack propagation

Timeline device_000

Timeline device 000

Timeline device_001

Timeline device 001

Live Digital Twin device status (20 devices)

DeviceTypeStateConfRiskActionAttacks
Local link: http://127.0.0.1:8080 · Re-run simulation: python digital_twin_simulation.py then refresh this page.