Application of non-parametric methods for integrity monitoring of flight control systems

被引:5
|
作者
Merkl, Christian [1 ]
Holzapfel, Florian [1 ]
机构
[1] Tech Univ Munich, Inst Flight Syst Dynam, Munich, Germany
来源
IFAC PAPERSONLINE | 2018年 / 51卷 / 15期
关键词
system identification; integrity monitoring; aircraft control; robust stability; non-parametric identification; frequency responses;
D O I
10.1016/j.ifacol.2018.09.067
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A method to monitor the integrity of flight control systems was developed and demonstrated. It is based on frequency response function estimates that are computed online with the transient local polynomial method. Confidence regions are derived and related to robust stability criteria to assess the probability of stability. Different from previous non-parametric approaches, the algorithm accounts for non-zero initial- and final conditions, colored noise and can be applied to open- and closed loop systems; when compared to parametric approaches, it is simpler, as no parametric model is required. The validity of the confidence regions is verified with Monte Carlo simulations. The usability to monitor changes of the plant dynamics is demonstrated by an example with changing dynamics. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:975 / 980
页数:6
相关论文
共 50 条
  • [21] Density estimation with non-parametric methods
    Fadda, D
    Slezak, E
    Bijaoui, A
    ASTRONOMY & ASTROPHYSICS SUPPLEMENT SERIES, 1998, 127 (02): : 335 - 352
  • [22] Monitoring non-parametric profiles using adaptive EWMA control chart
    Abbasi, Saddam Akber
    Yeganeh, Ali
    Shongwe, Sandile C.
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [23] A comparison of parametric and non-parametric methods for modelling a coregionalization
    Bishop, T. F. A.
    Lark, R. M.
    GEODERMA, 2008, 148 (01) : 13 - 24
  • [24] A modeling paradigm incorporating parametric and non-parametric methods
    Song, D
    Wang, Z
    Marmarelis, VZ
    Berger, TW
    PROCEEDINGS OF THE 26TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2004, 26 : 647 - 650
  • [25] Monitoring non-parametric profiles using adaptive EWMA control chart
    Saddam Akber Abbasi
    Ali Yeganeh
    Sandile C. Shongwe
    Scientific Reports, 12
  • [26] A COMPARISON OF PARAMETRIC AND NON-PARAMETRIC METHODS FOR RUNOFF FORECASTING
    GALEATI, G
    HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 1990, 35 (01): : 79 - 94
  • [27] A non-parametric method for automated flight data classification
    Anderson, MR
    Mugtussidis, IB
    AIAA GUIDANCE, NAVIGATION, AND CONTROL CONFERENCE, VOLS 1-3: A COLLECTION OF TECHNICAL PAPERS, 1999, : 1069 - 1076
  • [28] Non-parametric analysis of telemetry cardiovascular monitoring
    Anderson, NH
    Devlin, AM
    Graham, D
    Morton, JJ
    Hamilton, CA
    Reid, JL
    Dominiczak, AF
    HYPERTENSION, 1998, 32 (03) : 631 - 631
  • [29] Non-parametric Shewhart control charts
    Ion, RA
    Klaassen, CAJ
    JOURNAL OF NONPARAMETRIC STATISTICS, 2005, 17 (08) : 971 - 988
  • [30] Outlier detection in non-parametric profile monitoring
    Wang, Tao
    Wang, Yunlong
    Zang, Qingpei
    STATISTICS, 2022, 56 (04) : 805 - 822