2021 American Control Conference (ACC) 2021
DOI: 10.23919/acc50511.2021.9482865
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Resource Constrained Sensor Attacks by Minimizing Fisher Information

Abstract: We analyze the impact of sensor attacks on a linear state estimation problem subject to variance and sparsity constraints. We show that the maximum impact in a leaderfollower game where the attacker first chooses the distribution of an adversarial perturbation and the defender follows by choosing an estimator is characterized by a minimum Fisher information principle. In general, this is a nonlinear variational problem, but we show that it can be reduced to a finitedimensional mixed integer SDP.

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Cited by 2 publications
(1 citation statement)
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“…The concept of Extreme Physical Information (EPI) proposed by B. Roy Friden states that many fundamental scientific laws can be derived from Fisher information. This is controversial [8], but research directions based on extreme values of Fisher information remain attractive and promising [10,9,11]. Fisher information minimization leads (under certain conditions) to second-order differential equations that are often related to the fundamental laws of physics.…”
Section: Fisher Informationmentioning
confidence: 99%
“…The concept of Extreme Physical Information (EPI) proposed by B. Roy Friden states that many fundamental scientific laws can be derived from Fisher information. This is controversial [8], but research directions based on extreme values of Fisher information remain attractive and promising [10,9,11]. Fisher information minimization leads (under certain conditions) to second-order differential equations that are often related to the fundamental laws of physics.…”
Section: Fisher Informationmentioning
confidence: 99%