Sensor validation for structural systems with additive sensor faults

被引:37
作者
Abdelghani, M
Friswell, MI
机构
[1] INSAT, Ctr Urbain, Dept Engn Phys, Tunis 1080, Tunisia
[2] Univ Bristol, Dept Aerosp Engn, Bristol BS8 1TR, Avon, England
来源
STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL | 2004年 / 3卷 / 03期
关键词
sensor validation; parity space; modal space; residuals;
D O I
10.1177/1475921704045627
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Structures with a large number of sensors and actuators are becoming more common, and their applications vary from active control to damage location. This large amount of spatial information should be used to advantage to continuously monitor the correct functioning of the sensors during normal operation. Errors introduced by faulty sensors can cause a loss of performance and erroneous conclusions, and this paper analyses additive sensor faults. Two residual generation schemes are proposed to monitor sensor faults, namely the modal filtering approach and the so-called Parity Space approach. These residuals are then tested using a probabilistic approach using a chi(2) test to determine if there is a faulty sensor. These approaches are demonstrated on a simulated cantilevered beam excited at its tip and also on an experimental subframe structure.
引用
收藏
页码:265 / 275
页数:11
相关论文
共 14 条
[1]  
Abdelghani M, 1999, P SOC PHOTO-OPT INS, V3727, P224
[2]  
ABDELGHANI M, 1997, 15 INT MOD AN C ORL, P1392
[3]   Information criteria for residual generation and fault detection and isolation [J].
Basseville, M .
AUTOMATICA, 1997, 33 (05) :783-803
[4]   On-board component fault detection and isolation using the statistical local approach [J].
Basseville, M .
AUTOMATICA, 1998, 34 (11) :1391-1415
[5]   Subspace approach to multidimensional fault identification and reconstruction [J].
Dunia, R ;
Qin, SJ .
AICHE JOURNAL, 1998, 44 (08) :1813-1831
[6]   Identification of faulty sensors using principal component analysis [J].
Dunia, R ;
Qin, SJ ;
Edgar, TF ;
McAvoy, TJ .
AICHE JOURNAL, 1996, 42 (10) :2797-2812
[7]   Sensor validation for smart structures [J].
Friswell, MI ;
Inman, DJ .
JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES, 1999, 10 (12) :973-982
[8]   Combining subset selection and parameter constraints in model updating [J].
Friswell, MI ;
Mottershead, JE ;
Ahmadian, H .
JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 1998, 120 (04) :854-859
[9]  
Friswell MI., 1997, Inverse Probl Eng, V5, P189, DOI [10.1080/174159797088027660, DOI 10.1080/174159797088027660]
[10]  
LALLEMENT G, 1995, 13 IMAC NASHV TN, P490