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Resource Constrained Sensor Attacks by Minimizing Fisher Information

Ziemann, Ingvar (author)
KTH,Reglerteknik
Sandberg, Henrik (author)
KTH,Reglerteknik
 (creator_code:org_t)
Institute of Electrical and Electronics Engineers Inc. 2021
2021
English.
In: 2021 American control conference (ACC). - : Institute of Electrical and Electronics Engineers Inc.. ; , s. 4580-4585
  • Conference paper (peer-reviewed)
Abstract Subject headings
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  • 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 leader-follower 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 finite-dimensional mixed integer SDP. Alternatively, the proposed solution can be seen as a lower bound on the maximum impact for a game in which the defender plays first.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)

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Sandberg, Henrik
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