Damage localisation in a stiffened composite panel

被引:18
作者
Chetwynd, D. [1 ]
Mustapha, F. [2 ]
Worden, K. [1 ]
Rongong, J. A. [1 ]
Pierce, S. G. [3 ]
Dulieu-Barton, J. M. [4 ]
机构
[1] Univ Sheffield, Dept Mech Engn, Dynam Res Grp, Sheffield S1 3JD, S Yorkshire, England
[2] Univ Putra Malaysia, Fak Kejuruteraan, Selangor, Malaysia
[3] Univ Strathclyde, Dept Elect & Elect Engn, Ctr Ultrasound Engn, Glasgow G1 1XW, Lanark, Scotland
[4] Univ Southampton, Sch Engn Sci, Fluid Struct Interact Res Grp, Southampton SO17 1BJ, Hants, England
关键词
damage detection; multilayer perceptron; outlier analysis; wavelet decomposition;
D O I
10.1111/j.1475-1305.2007.00371.x
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
This work was conducted as part of the Aircraft Reliability Through Intelligent Materials Application (ARTIMA) European Union project. It presents a case study of damage detection in a curved carbon-fibre reinforced panel with two omega stiffeners which was investigated using ultrasonic Lamb waves. The statistical technique of outlier analysis was used here as a way of pre-processing experimental data prior to damage classification. Multilayer perceptron neural networks were used here for both classification and regression problems of damage detection. It was then investigated whether using wavelet analysis to perform prior wavelet decompositions of experimental data could facilitate damage classification.
引用
收藏
页码:298 / 307
页数:10
相关论文
共 12 条
[1]   THE INTERACTION OF LAMB WAVES WITH DEFECTS [J].
ALLEYNE, DN ;
CAWLEY, P .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1992, 39 (03) :381-397
[2]  
Barnett V., 1984, Outliers in Statistical Data, V2nd
[3]  
Bishop CM., 1995, Neural networks for pattern recognition
[4]  
CHETWYND D, 2006, P 3 EUR WORKSH STRUC
[5]  
CHETWYND D, 2007, P 7 INT C DAM ASS ST
[6]  
HUBBARD B, 1995, WORLD ACCORDING WAVE
[7]   Structural health monitoring of an annular component using a statistical approach [J].
Mustapha, F ;
Manson, G ;
Pierce, SG ;
Worden, K .
STRAIN, 2005, 41 (03) :117-127
[8]  
MUSTAPHA F, 2006, THESIS U SHEFFIELD
[9]  
NABNEY IT, 2001, NETLAB ALGORITHMS PA
[10]   Damage assessment in composites by Lamb waves and wavelet coefficients [J].
Paget, CA ;
Grondel, S ;
Levin, K ;
Delebarre, C .
SMART MATERIALS & STRUCTURES, 2003, 12 (03) :393-402