Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service Attacks

This article studies a data-driven prescribed performance platooning control method for nonlinear connected automated vehicle systems (CAVs) under aperiodic denial-of-service (DoS) attacks. Firstly, the dynamic linearization technique is employed to transform the nonlinear CAV system into an equival...

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Main Authors: Peng Zhang, Zhenling Wang, Weiwei Che
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/12/21/3313
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author Peng Zhang
Zhenling Wang
Weiwei Che
author_facet Peng Zhang
Zhenling Wang
Weiwei Che
author_sort Peng Zhang
collection DOAJ
description This article studies a data-driven prescribed performance platooning control method for nonlinear connected automated vehicle systems (CAVs) under aperiodic denial-of-service (DoS) attacks. Firstly, the dynamic linearization technique is employed to transform the nonlinear CAV system into an equivalent linearized data model. Secondly, to improve the system’s transient performance, a prescribed performance transformation (PPT) scheme is proposed to transform the constrained output into the unconstrained one. In addition, an attack compensation mechanism is designed to reduce the adverse impact. Combining the PPT scheme and the attack compensation mechanism, the data-driven adaptive platooning control scheme is proposed to achieve the vehicular tracking control task. Lastly, the merits of the developed control method are illustrated by an actual simulation.
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publishDate 2024-10-01
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spelling doaj-art-78b25e812c4e4dd2adf8b85062b3c4172025-08-20T02:49:49ZengMDPI AGMathematics2227-73902024-10-011221331310.3390/math12213313Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service AttacksPeng Zhang0Zhenling Wang1Weiwei Che2Shandong Key Laboratory of Industrial Control Technology, School of Automation, Qingdao University, Qingdao 266071, ChinaShandong Key Laboratory of Industrial Control Technology, School of Automation, Qingdao University, Qingdao 266071, ChinaState Key Laboratory of Synthetical Automation for Process Industries, College of Information Science and Engineering, Northeastern University, Shenyang 110819, ChinaThis article studies a data-driven prescribed performance platooning control method for nonlinear connected automated vehicle systems (CAVs) under aperiodic denial-of-service (DoS) attacks. Firstly, the dynamic linearization technique is employed to transform the nonlinear CAV system into an equivalent linearized data model. Secondly, to improve the system’s transient performance, a prescribed performance transformation (PPT) scheme is proposed to transform the constrained output into the unconstrained one. In addition, an attack compensation mechanism is designed to reduce the adverse impact. Combining the PPT scheme and the attack compensation mechanism, the data-driven adaptive platooning control scheme is proposed to achieve the vehicular tracking control task. Lastly, the merits of the developed control method are illustrated by an actual simulation.https://www.mdpi.com/2227-7390/12/21/3313model-free adaptive controlconnected automated vehiclesprescribed performance controlaperiodic DoS attacks
spellingShingle Peng Zhang
Zhenling Wang
Weiwei Che
Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service Attacks
Mathematics
model-free adaptive control
connected automated vehicles
prescribed performance control
aperiodic DoS attacks
title Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service Attacks
title_full Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service Attacks
title_fullStr Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service Attacks
title_full_unstemmed Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service Attacks
title_short Data-Driven Prescribed Performance Platooning Control Under Aperiodic Denial-of- Service Attacks
title_sort data driven prescribed performance platooning control under aperiodic denial of service attacks
topic model-free adaptive control
connected automated vehicles
prescribed performance control
aperiodic DoS attacks
url https://www.mdpi.com/2227-7390/12/21/3313
work_keys_str_mv AT pengzhang datadrivenprescribedperformanceplatooningcontrolunderaperiodicdenialofserviceattacks
AT zhenlingwang datadrivenprescribedperformanceplatooningcontrolunderaperiodicdenialofserviceattacks
AT weiweiche datadrivenprescribedperformanceplatooningcontrolunderaperiodicdenialofserviceattacks