Attack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems

Cooperative adaptive cruise control (CACC) is a technology for the automated control of platoons of vehicles. CACC controls the behavior of vehicles based on information that is shared among the vehicles through vehicle-to-vehicle (V2V) communication. However, cyberattacks on V2V communication can d...

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Autores principales: Yudai Yamamoto, Naomi Kuze, Toshimitsu Ushio
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Publicado: IEEE 2021
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spelling oai:doaj.org-article:1b265d3d79c74f20901940736b0065782021-11-18T00:10:37ZAttack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems2169-353610.1109/ACCESS.2021.3124547https://doaj.org/article/1b265d3d79c74f20901940736b0065782021-01-01T00:00:00Zhttps://ieeexplore.ieee.org/document/9597505/https://doaj.org/toc/2169-3536Cooperative adaptive cruise control (CACC) is a technology for the automated control of platoons of vehicles. CACC controls the behavior of vehicles based on information that is shared among the vehicles through vehicle-to-vehicle (V2V) communication. However, cyberattacks on V2V communication can degrade the control performance and may cause serious accidents such as vehicle collisions; therefore, it is important to improve the resilience against such attacks. In this paper, we propose a novel attack detection and defense mechanism for CACC. Our approach is based on an unknown input observer (UIO), which estimates vehicle states by treating the unreliable information obtained through V2V communication as unknown inputs. Attacks on V2V communication are detected from the estimated states. When an attack is detected, the control method is switched to a secure method. Through simulation experiments, we show that the proposed mechanism can detect attacks immediately and accurately, allowing the stability of the platoon to be maintained.Yudai YamamotoNaomi KuzeToshimitsu UshioIEEEarticleAttack detectionattack defensecooperative adaptive cruise control (CACC)unknown input observer (UIO)Electrical engineering. Electronics. Nuclear engineeringTK1-9971ENIEEE Access, Vol 9, Pp 148810-148820 (2021)
institution DOAJ
collection DOAJ
language EN
topic Attack detection
attack defense
cooperative adaptive cruise control (CACC)
unknown input observer (UIO)
Electrical engineering. Electronics. Nuclear engineering
TK1-9971
spellingShingle Attack detection
attack defense
cooperative adaptive cruise control (CACC)
unknown input observer (UIO)
Electrical engineering. Electronics. Nuclear engineering
TK1-9971
Yudai Yamamoto
Naomi Kuze
Toshimitsu Ushio
Attack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems
description Cooperative adaptive cruise control (CACC) is a technology for the automated control of platoons of vehicles. CACC controls the behavior of vehicles based on information that is shared among the vehicles through vehicle-to-vehicle (V2V) communication. However, cyberattacks on V2V communication can degrade the control performance and may cause serious accidents such as vehicle collisions; therefore, it is important to improve the resilience against such attacks. In this paper, we propose a novel attack detection and defense mechanism for CACC. Our approach is based on an unknown input observer (UIO), which estimates vehicle states by treating the unreliable information obtained through V2V communication as unknown inputs. Attacks on V2V communication are detected from the estimated states. When an attack is detected, the control method is switched to a secure method. Through simulation experiments, we show that the proposed mechanism can detect attacks immediately and accurately, allowing the stability of the platoon to be maintained.
format article
author Yudai Yamamoto
Naomi Kuze
Toshimitsu Ushio
author_facet Yudai Yamamoto
Naomi Kuze
Toshimitsu Ushio
author_sort Yudai Yamamoto
title Attack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems
title_short Attack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems
title_full Attack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems
title_fullStr Attack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems
title_full_unstemmed Attack Detection and Defense System Using an Unknown Input Observer for Cooperative Adaptive Cruise Control Systems
title_sort attack detection and defense system using an unknown input observer for cooperative adaptive cruise control systems
publisher IEEE
publishDate 2021
url https://doaj.org/article/1b265d3d79c74f20901940736b006578
work_keys_str_mv AT yudaiyamamoto attackdetectionanddefensesystemusinganunknowninputobserverforcooperativeadaptivecruisecontrolsystems
AT naomikuze attackdetectionanddefensesystemusinganunknowninputobserverforcooperativeadaptivecruisecontrolsystems
AT toshimitsuushio attackdetectionanddefensesystemusinganunknowninputobserverforcooperativeadaptivecruisecontrolsystems
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