Steer-by-wire system;
fault detection and isolation;
model predictive control;
two-stage Kalman filter;
partial actuator failure;
ELECTRIC VEHICLES;
D O I:
10.1080/00207179.2020.1752399
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Automotive steer-by-wire (SbW) system is a safety-critical system where the safety and reliability issues must be addressed during the operation. This paper proposes a fault detection and isolation-based actuator fault tolerant control for SbW system based on model predictive control. The fault detection and isolation module uses a two-stage Kalman filtering algorithm to provide simultaneous control parameter and state estimation to detect the occurrence of actuator failure. Additionally, a model predictive controller is designed to maintain the original functionality of the SbW systems using the output of fault detection and isolation to update the fault information. We evaluate the performance of the proposed approach by numerical simulations and experiments on our SbW platform. The simulation and experimental results illustrate that our approach achieves a better steering performance than a conventional model predictive controller without fault detection and isolation and stabilise the overall SbW system in occurrence of actuator failure.
机构:
Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Perdana, Muhammad Arjuna Putra
Budiman, Alexander C.
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Budiman, Alexander C.
Ristiana, Rina
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Ristiana, Rina
Muharam, Aam
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Muharam, Aam
Ismail, Kristian
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Ismail, Kristian
Kurnia, Muhammad Redho
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Kurnia, Muhammad Redho
Huda, Naili
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Huda, Naili
Kaleg, Sunarto
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
Kaleg, Sunarto
Hapid, Abdul
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Natl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, IndonesiaNatl Res & Innovat Agcy, Res Ctr Transportat Technol, South Tangerang 15314, Indonesia
机构:
Department of Automotive Engineering, Jilin University, No. 5998 People Street Nanguan District, ChangchunDepartment of Automotive Engineering, Jilin University, No. 5998 People Street Nanguan District, Changchun
Hua M.
Chen G.
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机构:
State Key Laboratory of Automotive Simulation and Control, Jilin University, No. 5998 People Street Nanguan District, ChangchunDepartment of Automotive Engineering, Jilin University, No. 5998 People Street Nanguan District, Changchun
Chen G.
Zong C.
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机构:
State Key Laboratory of Automotive Simulation and Control, Jilin University, No. 5998 People Street Nanguan District, ChangchunDepartment of Automotive Engineering, Jilin University, No. 5998 People Street Nanguan District, Changchun
Zong C.
He L.
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机构:
State Key Laboratory of Automotive Simulation and Control, Jilin University, No. 5998 People Street Nanguan District, ChangchunDepartment of Automotive Engineering, Jilin University, No. 5998 People Street Nanguan District, Changchun
机构:
the College of Information Science and Engineering, Northeastern Universitythe College of Information Science and Engineering, Northeastern University
Chao Huang
Fazel Naghdy
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机构:
the School of Electrical Computer and Telecommunications Engineering, University of Wollongongthe College of Information Science and Engineering, Northeastern University