Skip to main navigation Skip to search Skip to main content

An Unknown Input Multi-Observer Approach for Estimation and Control under Adversarial Attacks

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

We address the problem of state estimation, attack isolation, and control of discrete-time linear time-invariant systems under (potentially unbounded) actuator and sensor false data injection attacks. Using a bank of unknown input observers, each observer leading to an exponentially stable estimation error (in the attack-free case), we propose an observer-based estimator that provides exponential estimates of the system state in spite of actuator and sensor attacks. Exploiting sensor and actuator redundancy, the estimation scheme is guaranteed to work if a sufficiently small subset of sensors and actuators are under attack. Using the proposed estimator, we provide tools for reconstructing and isolating actuator and sensor attacks; and a control scheme capable of stabilizing the closed-loop dynamics by switching off isolated actuators. Simulation results are presented to illustrate the performance of our tools.
Original languageEnglish
Article number9214921
Pages (from-to)475-486
Number of pages12
JournalIEEE Transactions on Control of Network Systems
Volume8
Issue number1
DOIs
Publication statusPublished - Mar 2021

Funding

Manuscript received April 12, 2020; revised August 13, 2020 and August 14, 2020; accepted September 13, 2020. Date of publication October 6, 2020; date of current version February 26, 2021. This work was supported by the Australian Research Council under the Discovery Project DP170104099. Recommended by Associate Editor L. Shi. (Corresponding author: Tianci Yang.) The authors are with the Department of Electrical and Electronics Engineering, University of Melbourne, Parkville, VIC 3010, Australia (e-mail: [email protected]; [email protected]; [email protected]; [email protected]). Digital Object Identifier 10.1109/TCNS.2020.3029160

FundersFunder number
Australian Research CouncilDP170104099

    Keywords

    • Actuators
    • Observers
    • Switches
    • Tools
    • Unknown input observers
    • control
    • cyber-physical systems
    • linear systems
    • sensor and actuator attacks

    Fingerprint

    Dive into the research topics of 'An Unknown Input Multi-Observer Approach for Estimation and Control under Adversarial Attacks'. Together they form a unique fingerprint.

    Cite this