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#false-data-injection

Physics-Constrained Digital Twins for Sensor Integrity in Urban Pedestrian Flow: Detecting Stealthy False Data Injection with Conformal Guarantees

arXiv cs.AI ↗ · 2026-09-17 Cached

This paper introduces physics-constrained digital twins for detecting stealthy false data injection in urban pedestrian flow, using flow conservation and conformal prediction to improve sensor integrity.

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Does Demand Response Increase Vulnerability to Cyber Attacks by Adversarial Data Modifications?

arXiv cs.LG ↗ · 2026-07-09 Cached

This paper investigates how adversarial data modifications to electricity price forecasts can impact industrial demand response, finding that while attacks can erode profits, limited perturbations preserve most of the financial benefit.

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Cycle-Space Informed Detection of Autoencoded Blind False Data Injection Attacks on Power Systems

arXiv cs.LG ↗ · 2026-05-29 Cached

This paper proposes a Cycle-Space Detector (CSD) for detecting blind false data injection attacks on power systems, where an autoencoder generates stealthy perturbations aligned with the measurement Jacobian null space. The CSD uses topology-derived cycle constraints to improve detection without requiring precise line parameters.

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