Application of Nullspace-Based Fault Detection to an Aircraft Structural Part Under Changing Excitation

被引:0
|
作者
Adam, Tobias [1 ]
Kraemer, Peter [1 ]
机构
[1] Univ Siegen, Chair Mech Struct Hlth Monitoring, Paul Bonatz Str 9-11, D-57076 Siegen, Germany
来源
EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING (EWSHM 2022), VOL 2 | 2023年
关键词
Structural health monitoring; Nullspace-based fault detection; Changing excitation; Vibration-based damage detection; DAMAGE DETECTION;
D O I
10.1007/978-3-031-07258-1_79
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
A suitable combination of different methods and measurement techniques is often required for Structural Health Monitoring (SHM) of objects in situ. In the field of aerospace applications, the current research project "Combined acoustic and modal structure monitoring" is dealing with the development of a robust SHM system for damage identification in carbon-fiber-reinforced polymer (CFRP) structures under realistic and varying loads. The methods combined within the project are based on guided waves, acoustic emission, and different vibration monitoring techniques. The present paper deals with the application of the nullspace-based fault detection algorithm (NSFD) as a part of a holistic concept for the monitoring of an aircraft door surround structure. Due to the great sensitivity to changes in the statistical properties of the measured data, the algorithm reacts very sensitively to structural changes, but also to changes in the environmental conditions, such as changes in the external loads. In this paper, the impact of changing excitation conditions on the NSFD damage indicator is analyzed. Therefore, two different formulations for the NSFD algorithm are studied and compared concerning their sensitivity and robustness against changes of the external loads. Since the sensitivity and the results depend also on the algorithm set-up parameters, these are analyzed and taken into account. The evaluation of the results considers both, the robustness to the influence of the varying excitation and the sensitivity to damages in the analyzed structure. The theory and the algorithms are successfully tested with measured data sets from a CFRP-airplane structure.
引用
收藏
页码:784 / 792
页数:9
相关论文
共 50 条
  • [41] Online model-based fault detection and diagnosis for a smart aircraft actuator
    Oehler, R
    Schoenhoff, A
    Schreiber, M
    (SAFEPROCESS'97): FAULT DETECTION, SUPERVISION AND SAFETY FOR TECHNICAL PROCESSES 1997, VOLS 1-3, 1998, : 575 - 580
  • [42] A Model Based Approach for Sensor Fault Detection in Civil Aircraft Control Surface
    Sercekman, O.
    Kutay, A. T.
    2018 IEEE/ION POSITION, LOCATION AND NAVIGATION SYMPOSIUM (PLANS), 2018, : 715 - 729
  • [43] Quickest Detection of Intermittent Signals With Application to Vision-Based Aircraft Detection
    James, Jasmin
    Ford, Jason J.
    Molloy, Timothy L.
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2019, 27 (06) : 2703 - 2710
  • [44] Application of Fiber Bragg Grating Technology in Spacecraft Structural Fault Detection
    Zheng, Xingyu
    JOURNAL OF NANOELECTRONICS AND OPTOELECTRONICS, 2019, 14 (12) : 1725 - 1732
  • [45] Model based fault detection in a centrifugal pump application
    Kallesoe, CS
    Cocquempot, V
    Izadi-Zamanabadi, R
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2006, 14 (02) : 204 - 215
  • [46] On the application of a subspace-based fault detection method
    Mevel, L
    Basseville, M
    Benveniste, A
    Goursat, M
    Abdelghani, M
    Hermans, L
    IMAC - PROCEEDINGS OF THE 17TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS I AND II, 1999, 3727 : 35 - 41
  • [47] APPLICATION OF OBSERVERS TO MONITORING, FAILURE-DETECTION AND FAULT-DIAGNOSIS IN AIRCRAFT FLIGHT CONTROL
    VEPA, R
    CALISKAN, F
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 1995, 209 (G1) : 65 - 73
  • [48] Innovation sequence application to aircraft sensor fault detection: comparison of checking covariance matrix algorithms
    Caliskan, F
    Hajiyev, CM
    ISA TRANSACTIONS, 2000, 39 (01) : 47 - 56
  • [49] Structural fault detection of fighter based on multiple neural networks
    Xu, Deyou
    Hu, Shousong
    Zhang, Defa
    Shu Ju Cai Ji Yu Chu Li/Journal of Data Acquisition and Processing, 2002, 17 (01):
  • [50] Fault detection and fault-tolerant control of a civil aircraft using a sliding-mode-based scheme
    Alwi, Halim
    Edwards, Christopher
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2008, 16 (03) : 499 - 510