Set-membership fault detection under noisy environment with application to the detection of abnormal aircraft control surface positions

被引:5
作者
Thabet, Rihab El Houda [1 ]
Combastel, Christophe [2 ]
Raissi, Tarek [3 ]
Zolghadri, Ali [1 ]
机构
[1] Univ Bordeaux, IMS Lab, Automat Control Grp, F-33405 Talence, France
[2] ENSEA, ECS Lab, F-95014 Cergy, France
[3] CNAM, CEDRIC Laetitia, F-75141 Paris, France
关键词
fault detection; flight control system; uncertainty; interval; set-membership; robustness; INTERVAL OBSERVERS; SYSTEMS; DIAGNOSIS;
D O I
10.1080/00207179.2015.1023740
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper develops a set membership detection methodology which is applied to the detection of abnormal positions of aircraft control surfaces. Robust and early detection of such abnormal positions is an important issue for early system reconfiguration and overall optimisation of aircraft design. In order to improve fault sensitivity while ensuring a high level of robustness, the method combines a data-driven characterisation of noise and a model-driven approach based on interval prediction. The efficiency of the proposed methodology is illustrated through simulation results obtained based on data recorded in several flight scenarios of a highly representative aircraft benchmark.
引用
收藏
页码:1878 / 1894
页数:17
相关论文
共 38 条
  • [21] Robust Fault Detection using Polytope-based Set-membership Consistency Test
    Blesa, Joaquim
    Puig, Vicenc
    Saludes, Jordi
    2010 CONFERENCE ON CONTROL AND FAULT-TOLERANT SYSTEMS (SYSTOL'10), 2010, : 726 - 731
  • [22] Set-Membership Filtering Approach for Fault Detection of Systems with Unknown-but-Bounded Noises
    Zhang, Yilian
    Qiu, Quanwei
    Yang, Fuwen
    Han, Qing-Long
    Vlacic, Ljubo
    Lu, Junwei
    2015 5TH AUSTRALIAN CONTROL CONFERENCE (AUCC), 2015, : 170 - 175
  • [23] Fault detection for uncertain LPV systems using probabilistic set-membership parity relation
    Wan, Yiming
    Puig, Vicenc
    Ocampo-Martinez, Carlos
    Wang, Ye
    Harinath, Eranda
    Braatz, Richard D.
    JOURNAL OF PROCESS CONTROL, 2020, 87 : 27 - 36
  • [24] Robust State Estimation and Fault Detection Combining Unknown Input Observer and Set-membership Approach
    Xu, Feng
    Tan, Junbo
    Wang, Xueqian
    Puig, Vicenc
    Liu, Houde
    Liang, Bin
    Yuan, Bo
    2016 3RD CONFERENCE ON CONTROL AND FAULT-TOLERANT SYSTEMS (SYSTOL), 2016, : 67 - 72
  • [25] Fault detection and isolation for a wind turbine benchmark using a mixed Bayesian/Set-membership approach
    Fernandez-Canti, Rosa M.
    Blesa, Joaquim
    Tornil-Sin, Sebastian
    Puig, Vicenc
    ANNUAL REVIEWS IN CONTROL, 2015, 40 : 59 - 69
  • [26] Robust Fault Detection for Vehicle Lateral Dynamics: A Zonotope-based Set-membership Approach
    Ifqir, Sara
    Puig, Vicenc
    Ait-Oufroukh, Naima
    Ichalal, Dalil
    Mammar, Said
    2018 21ST INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2018, : 1364 - 1369
  • [27] Robust fault detection of non-linear systems using set-membership state estimation based on constraint satisfaction
    Tornil-Sin, Sebastian
    Ocampo-Martinez, Carlos
    Puig, Vicenc
    Escobet, Teresa
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2012, 25 (01) : 1 - 10
  • [28] Improved solutions for ill-conditioned problems involved in set-membership estimation for fault detection and isolation
    Ravanbod, Laleh
    Jauberthie, Carine
    Verdiere, Nathalie
    Trave-Massuyes, Louise
    JOURNAL OF PROCESS CONTROL, 2017, 58 : 139 - 151
  • [29] On-line Auxiliary Input Signal Design for Active Fault Detection and Isolation Based on Set-membership and Moving Window Techniques
    Wang, Jing
    Wang, Junde
    Zhou, Meng
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2019, 17 (11) : 2796 - 2806
  • [30] Performance Evaluation of Statistical Method for Incipient Fault Detection under Noisy Environment
    Gautam, Suryakant
    Tamboli, Prakash K.
    Patankar, Vaibhav H.
    Duttagupta, Siddhartha P.
    Roy, Kallol
    IFAC PAPERSONLINE, 2017, 50 (01): : 15728 - 15733