Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent Systems

In recent years the number of security incidents affecting control systems has increased. These incidents have shown the need to develop strategies to improve system resilience to cyber-attacks. This paper presents a practical implementation of a strategy to detect cyber-attacks and mitigate their e...

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Main Authors: Luis Burbano, Luis Francisco Combita, Nicanor Quijano, Sandra Rueda
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9354779/
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spelling doaj-d64a1b96723746a089c6c357a4746c1d2021-03-30T15:10:21ZengIEEEIEEE Access2169-35362021-01-019312363124510.1109/ACCESS.2021.30595609354779Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent SystemsLuis Burbano0https://orcid.org/0000-0002-8017-1584Luis Francisco Combita1https://orcid.org/0000-0001-9835-4453Nicanor Quijano2https://orcid.org/0000-0002-8688-3195Sandra Rueda3https://orcid.org/0000-0002-2111-9348Departamento de Ingeniería Eléctrica y Electrónica, Universidad de Los Andes, Bogotá, ColombiaDepartamento de Ingeniería Eléctrica y Electrónica, Universidad de Los Andes, Bogotá, ColombiaDepartamento de Ingeniería Eléctrica y Electrónica, Universidad de Los Andes, Bogotá, ColombiaDepartamento de Ingeniería de Sistemas y Computación, Universidad de Los Andes, Bogotá, ColombiaIn recent years the number of security incidents affecting control systems has increased. These incidents have shown the need to develop strategies to improve system resilience to cyber-attacks. This paper presents a practical implementation of a strategy to detect cyber-attacks and mitigate their effects on sensors of a multi-agent system. The proposed approach computes, in real-time, a convex combination of measurements from main and redundant sensors, producing a trust value of the measurement and feeding it to the controller. We implemented this approach on a testbed of ground robots in formation. Experimental results to various kinds of attacks and a key performance index show that the proposed strategy reduces the effects of attacks not only on the affected agent, but also prevents the propagation of the attack over the remaining agents.https://ieeexplore.ieee.org/document/9354779/Cyber-physical systemsmulti-agent systemsresilience to sensor attackssensor attacks
collection DOAJ
language English
format Article
sources DOAJ
author Luis Burbano
Luis Francisco Combita
Nicanor Quijano
Sandra Rueda
spellingShingle Luis Burbano
Luis Francisco Combita
Nicanor Quijano
Sandra Rueda
Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent Systems
IEEE Access
Cyber-physical systems
multi-agent systems
resilience to sensor attacks
sensor attacks
author_facet Luis Burbano
Luis Francisco Combita
Nicanor Quijano
Sandra Rueda
author_sort Luis Burbano
title Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent Systems
title_short Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent Systems
title_full Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent Systems
title_fullStr Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent Systems
title_full_unstemmed Dynamic Data Integration for Resilience to Sensor Attacks in Multi-Agent Systems
title_sort dynamic data integration for resilience to sensor attacks in multi-agent systems
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description In recent years the number of security incidents affecting control systems has increased. These incidents have shown the need to develop strategies to improve system resilience to cyber-attacks. This paper presents a practical implementation of a strategy to detect cyber-attacks and mitigate their effects on sensors of a multi-agent system. The proposed approach computes, in real-time, a convex combination of measurements from main and redundant sensors, producing a trust value of the measurement and feeding it to the controller. We implemented this approach on a testbed of ground robots in formation. Experimental results to various kinds of attacks and a key performance index show that the proposed strategy reduces the effects of attacks not only on the affected agent, but also prevents the propagation of the attack over the remaining agents.
topic Cyber-physical systems
multi-agent systems
resilience to sensor attacks
sensor attacks
url https://ieeexplore.ieee.org/document/9354779/
work_keys_str_mv AT luisburbano dynamicdataintegrationforresiliencetosensorattacksinmultiagentsystems
AT luisfranciscocombita dynamicdataintegrationforresiliencetosensorattacksinmultiagentsystems
AT nicanorquijano dynamicdataintegrationforresiliencetosensorattacksinmultiagentsystems
AT sandrarueda dynamicdataintegrationforresiliencetosensorattacksinmultiagentsystems
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