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...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2021-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/9354779/ |
id |
doaj-d64a1b96723746a089c6c357a4746c1d |
---|---|
record_format |
Article |
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 |
_version_ |
1724179922786713600 |