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Trust-Based Distributed State Estimation in the Presence of Cyber-Attacks Tested With Hardware-in-the-Loop

Author:
Rodríguez Del Nozal, ÁlvaroUniversidad Loyola Authority; Orihuela Espina, Diego LuisUniversidad Loyola Authority; Romaine, James Brian; Millán Gata, PabloUniversidad Loyola Authority
URI:
https://hdl.handle.net/20.500.12412/7144
ISSN:
2475-1456
DOI:
10.1109/LCSYS.2021.3082309
Date:
2021
Keyword(s):

Distributed estimation

Multi-agent systems

Time-invariant systems

Linear systems

Cyber-attacks

Fault detection

Fault isolation

Abstract:

This letter tackles the problem of estimating the state of a plant when communications are corrupted by cyber-attacks or sensor faults occur. An observer structure based on multi-hop subspace decomposition is proposed, which allows each agent to identify its observable and unobservable subspaces and to reconstruct them based on its own measurements and on the information exchanged with the rest of agents. To deal with cyber-attacks, this letter proposes a method based on weighting the information provided by agents according to an assessment of its trustworthiness. An algorithm to dynamically adjust the weighting parameters is provided and the performance of the proposed technique is assessed using a hardware-in-the-loop platform.

This letter tackles the problem of estimating the state of a plant when communications are corrupted by cyber-attacks or sensor faults occur. An observer structure based on multi-hop subspace decomposition is proposed, which allows each agent to identify its observable and unobservable subspaces and to reconstruct them based on its own measurements and on the information exchanged with the rest of agents. To deal with cyber-attacks, this letter proposes a method based on weighting the information provided by agents according to an assessment of its trustworthiness. An algorithm to dynamically adjust the weighting parameters is provided and the performance of the proposed technique is assessed using a hardware-in-the-loop platform.

 

Es la versión preprint del artículo. Se puede consultar la versión final en 10.1109/LCSYS.2021.3082309

Es la versión preprint del artículo. Se puede consultar la versión final en 10.1109/LCSYS.2021.3082309

 
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