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Digital Twin for CAN Bus Intrusion Detection

US & West · 17 Aug

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"

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