All news

Digital Twin for CAN Bus Intrusion Detection

A digital twin-based IDS models physical relationships among powertrain signals and detects attacks via residuals between predicted and observed behavior. A shared-encoder LSTM was trained on real Hyundai/Kia CAN logs with 17 signals to predict seven numeric and two categorical gear signals over a 24-step window.

Why it matters

Novelty in using digital twin for detecting data-manipulation attacks, expanding vehicle defense capabilities.

Original headline
Digital Twin-Based Intrusion Detection for Vehicle Powertrain CAN Bus Systems
Read the original: arXiv API — полнотекстовый поиск "digital twin"

Translation and summary are machine-generated from the source. The full article is not republished; its rights belong to the source.