Structural Damage Detection Using Modal Curvature and Fuzzy Logic

被引:48
作者
Chandrashekhar, M. [1 ]
Ganguli, Ranjan [1 ]
机构
[1] Indian Inst Sci, Dept Aerosp Engn, Bangalore 560012, Karnataka, India
来源
STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL | 2009年 / 8卷 / 04期
关键词
damage detection; fuzzy logic; modal curvature; measurement noise; inverse problem; FOURIER-ANALYSIS; IDENTIFICATION; FREQUENCY; BEAMS; SYSTEM;
D O I
10.1177/1475921708102088
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A fuzzy logic system (FLS) with a new sliding window defuzzifier is proposed for structural damage detection using modal curvatures. Changes in the modal curvatures due to damage are fuzzified using Gaussian fuzzy sets and mapped to damage location and size using the FLS. The first four modal vectors obtained from finite element simulations of a cantilever beam are used for identifying the location and size of damage. Parametric studies show that modal curvatures can be used to accurately locate the damage; however, quantifying the size of damage is difficult. Tests with noisy simulated data show that the method detects damage very accurately at different noise levels and when some modal data are missing.
引用
收藏
页码:267 / 282
页数:16
相关论文
共 32 条
[1]   A METHOD FOR FUZZY RULES EXTRACTION DIRECTLY FROM NUMERICAL DATA AND ITS APPLICATION TO PATTERN-CLASSIFICATION [J].
ABE, S ;
LAN, MS .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1995, 3 (01) :18-28
[2]   Damage detection using artificial neural network with consideration of uncertainties [J].
Bakhary, Norhisham ;
Hao, Hong ;
Deeks, Andrew J. .
ENGINEERING STRUCTURES, 2007, 29 (11) :2806-2815
[3]   Vibration based condition monitoring: A review [J].
Carden, EP ;
Fanning, P .
STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2004, 3 (04) :355-377
[4]  
Chang PC., 2003, STRUCT HLTH MONIT, V2, P257, DOI [DOI 10.1177/1475921703036169, 10.1177/1475921703036169]
[5]   Early damage detection in composite wingbox structures using Hilbert-Huang transform and genetic algorithm [J].
Chen, H. G. ;
Yan, Y. J. ;
Chen, W. H. ;
Jiang, J. S. ;
Yu, L. ;
Wu, Z. Y. .
STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL, 2007, 6 (04) :281-297
[6]   ON-ORBIT DAMAGE ASSESSMENT FOR LARGE SPACE STRUCTURES [J].
CHEN, JC ;
GARBA, JA .
AIAA JOURNAL, 1988, 26 (09) :1119-1126
[7]  
CHI Z, 1998, FUZZY ALGORITHMS APP
[8]  
Doebling S.W., 1998, The shock and vibration digest, V30, P91, DOI DOI 10.1177/058310249803000201
[9]   Comparative study of damage identification algorithms applied to a bridge: I. Experiment [J].
Farrar, CR ;
Jauregui, DA .
SMART MATERIALS & STRUCTURES, 1998, 7 (05) :704-719