Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor Failure

Vehicle-borne millimeter wave radar sensor may malfunction during signal acquisition and transmission process, which will affect the decision of adaptive cruise control (ACC) system and the safe driving of vehicles. However, adding other redundant environment-aware devices will increases costs. Ther...

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Main Authors: Hua Zhang, Jun Liang, Zhiyuan Zhang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8952679/
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spelling doaj-72b0a8f800e1458ba48e48e7ccabb9802021-03-30T03:03:59ZengIEEEIEEE Access2169-35362020-01-018112281124010.1109/ACCESS.2020.29649478952679Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor FailureHua Zhang0https://orcid.org/0000-0003-1191-6834Jun Liang1https://orcid.org/0000-0003-1115-0824Zhiyuan Zhang2https://orcid.org/0000-0002-0887-9748State Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, ChinaState Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, ChinaState Key Laboratory of Industrial Control Technology, Zhejiang University, Hangzhou, ChinaVehicle-borne millimeter wave radar sensor may malfunction during signal acquisition and transmission process, which will affect the decision of adaptive cruise control (ACC) system and the safe driving of vehicles. However, adding other redundant environment-aware devices will increases costs. Therefore, in this paper, an active fault tolerant control of ACC system considering vehicle-borne millimeter wave radar sensor failure is proposed. Sensor faults are taken as discrete events, and the mixed logical dynamical (MLD) model of ACC upper control system is built which includes both the fault-free dynamics and the fault dynamics of the system. Then, the active fault tolerant control model of ACC system is established based on model predictive control (MPC) framework. Compared with the existing researches, this work emphasizes on the active fault tolerant control without adding other redundant environment-aware devices, which has not been fully revealed by the existing researches and is important to the industrial application. Moreover, the active fault tolerant control method can be easily ported to other driver assistance system besides ACC. The simulation results show that the vehicle equipped with the active fault tolerant ACC system can still drive safely and smoothly without being affected by radar sensor failures, which demonstrates its great significance to improve vehicle's own intelligence and ensure the safe driving instead of relying entirely on sensors.https://ieeexplore.ieee.org/document/8952679/Active fault tolerantadaptive cruise controlintelligent vehiclesmixed logical dynamical modelmodel predictive control
collection DOAJ
language English
format Article
sources DOAJ
author Hua Zhang
Jun Liang
Zhiyuan Zhang
spellingShingle Hua Zhang
Jun Liang
Zhiyuan Zhang
Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor Failure
IEEE Access
Active fault tolerant
adaptive cruise control
intelligent vehicles
mixed logical dynamical model
model predictive control
author_facet Hua Zhang
Jun Liang
Zhiyuan Zhang
author_sort Hua Zhang
title Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor Failure
title_short Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor Failure
title_full Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor Failure
title_fullStr Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor Failure
title_full_unstemmed Active Fault Tolerant Control of Adaptive Cruise Control System Considering Vehicle-Borne Millimeter Wave Radar Sensor Failure
title_sort active fault tolerant control of adaptive cruise control system considering vehicle-borne millimeter wave radar sensor failure
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2020-01-01
description Vehicle-borne millimeter wave radar sensor may malfunction during signal acquisition and transmission process, which will affect the decision of adaptive cruise control (ACC) system and the safe driving of vehicles. However, adding other redundant environment-aware devices will increases costs. Therefore, in this paper, an active fault tolerant control of ACC system considering vehicle-borne millimeter wave radar sensor failure is proposed. Sensor faults are taken as discrete events, and the mixed logical dynamical (MLD) model of ACC upper control system is built which includes both the fault-free dynamics and the fault dynamics of the system. Then, the active fault tolerant control model of ACC system is established based on model predictive control (MPC) framework. Compared with the existing researches, this work emphasizes on the active fault tolerant control without adding other redundant environment-aware devices, which has not been fully revealed by the existing researches and is important to the industrial application. Moreover, the active fault tolerant control method can be easily ported to other driver assistance system besides ACC. The simulation results show that the vehicle equipped with the active fault tolerant ACC system can still drive safely and smoothly without being affected by radar sensor failures, which demonstrates its great significance to improve vehicle's own intelligence and ensure the safe driving instead of relying entirely on sensors.
topic Active fault tolerant
adaptive cruise control
intelligent vehicles
mixed logical dynamical model
model predictive control
url https://ieeexplore.ieee.org/document/8952679/
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AT junliang activefaulttolerantcontrolofadaptivecruisecontrolsystemconsideringvehiclebornemillimeterwaveradarsensorfailure
AT zhiyuanzhang activefaulttolerantcontrolofadaptivecruisecontrolsystemconsideringvehiclebornemillimeterwaveradarsensorfailure
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