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A Study On False Information Injection Attack On Dynamic State Estimation In Multi-Sensor Systems, Jingyang Lu
A Study On False Information Injection Attack On Dynamic State Estimation In Multi-Sensor Systems, Jingyang Lu
Theses and Dissertations
In this thesis, the impact of false information injection is investigated for linear dynamic systems with multiple sensors. It is assumed that the Kalman filter system is unaware of the existence of false information and the adversary is trying to maximize the negative effect of the false information on the Kalman filter's estimation performance. First, a brief introduction to the Kalman filter is shown in the thesis. We mathematically characterize the false information attack under different conditions. For the adversary, many closed-form results for the optimal attack strategies that maximize the Kalman filter's estimation error are theoretically derived. It is …