Model-Based Fault Diagnosis and Prognosis for Electric Power Steering Systems

被引:0
|
作者
Lin, Wen-Chiao [1 ]
Ghoneim, Youssef A. [1 ]
机构
[1] Gen Motors Co, Vehicle Hlth Management Grp, Vehicle Syst Res Lab, 30500 Mound Rd, Warren, MI 48093 USA
关键词
electric power steering; fault detection; fault isolation; diagnosis; prognosis; vehicle health management; least squares estimation; vehicle dynamics; self-aligning torque; extended observer; residuals; parity equations; DYNAMIC-SYSTEMS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Electric Power Steering (EPS) is an advanced steering system that consists of two subsystems: electrical and mechanical subsystems. EPS systems not only provide steering assist to drivers but they are also actuators for recently developed active safety features, such as lane keeping and lane changing assist. Failure of some component of the EPS system can lead to walk-home situations and increased warranty costs. Hence, for the improvement of reliability, safety, and efficiency of EPS systems, fault detection, diagnosis, and prognosis become increasingly important. This paper provides fault detection for EPS systems through model-based techniques using parameter estimation to determine the current electric parameters of the EPS motor. In addition, by monitoring the deviation of the self-aligning torque (SAT) estimated from two different methods, changes in EPS mechanical parameters can be detected. The progression of this deviation can be fed into a health state estimator which can give an indication of state of health and remaining useful life. Computer simulations as well as hardware-in-the-loop (HIL) experiments are provided to illustrate this method. Finally, for integrated system diagnosis and fault isolation, a fault signature table is constructed based on estimations of motor parameters, calculations of road SAT, and residuals of parity equations. This table can be used to detect and isolate considered electrical, mechanical, and sensor faults in the EPS system and simulation results are shown to verify the developed ideas.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Model-based Fault Diagnosis of Automotive Electric Power Steering System
    Chen Q.
    Wang J.
    Ahmed Q.
    Yao Z.
    Chen W.
    Qiche Gongcheng/Automotive Engineering, 2019, 41 (07): : 839 - 850
  • [2] Model-based fault detection and isolation for Electric Power Steering system
    Lee, Jeongjun
    Lee, Hyeongcheol
    Kim, Jihwan
    Jeong, Jiyoel
    2007 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS, VOLS 1-6, 2007, : 1068 - +
  • [3] Model-based fault diagnosis and prognosis of dynamic systems: a review
    Ekanayake, Thushara
    Dewasurendra, Devapriya
    Abeyratne, Sunil
    Ma, Lin
    Yarlagadda, Prasad
    DIGITAL MANUFACTURING TRANSFORMING INDUSTRY TOWARDS SUSTAINABLE GROWTH, 2019, 30 : 435 - 442
  • [4] Model-based development for an electric power steering system
    Ren, W.
    Chen, H.
    Song, J.
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2008, 222 (07) : 1265 - 1269
  • [5] Integrated Model-based and Data-driven Fault Detection and Diagnosis Approach for an Automotive Electric Power Steering System
    Ghimire, Rajeev
    Sankavaram, Chaitanya
    Ghahari, Alireza
    Pattipati, Krishna
    Ghoneim, Youssef
    Howell, Mark
    Salman, Mutasim
    IEEE AUTOTESTCON 2011: SYSTEMS READINESS TECHNOLOGY CONFERENCE, 2011, : 70 - 77
  • [6] A Generic Model-Based Advanced Control of Electric Power-Assisted Steering Systems
    Chen, Xiang
    Yang, Tiebao
    Chen, Xiaoqun
    Zhou, Kemin
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2008, 16 (06) : 1289 - 1300
  • [7] Model-based fault detection in power systems
    Rodriguez-Cortes, Hugo
    Stankovic, Aleksandar
    Hadjicostis, Christoforos N.
    2006 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-7, 2006, : 1922 - +
  • [8] Analysis of model-based sensor fault diagnosis with application to a motor-driven power steering system
    Lee, Hyeongcheol
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART D-JOURNAL OF AUTOMOBILE ENGINEERING, 2011, 225 (D10) : 1317 - 1333
  • [9] Model-based fault diagnosis for the spacecraft power system
    Shao Jiye
    Wang Rixin
    Xu Minqiang
    Gao Jingbo
    CIS WORKSHOPS 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY WORKSHOPS, 2007, : 842 - 845
  • [10] Model-based analysis of the hysteresis curve of an electric power steering system
    Lee, Dongwook
    Kim, Kyung-soo
    Han, Minwoo
    2020 20TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2020, : 490 - 495