Structural Damage Detection Using Modal Curvature and Fuzzy Logic

Structural Health Monitoring - Tập 8 Số 4 - Trang 267-282 - 2009
M. Chandrashekhar1, Ranjan Ganguli2
1Department of Aerospace Engineering, Indian Institute of Science, Bangalore 560012, India
2Department of Aerospace Engineering, Indian Institute of Science Bangalore 560012, ,

Tóm tắt

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.

Từ khóa


Tài liệu tham khảo

10.1177/1475921703036169

10.1177/147592103039836

10.1177/0583102406065898

10.1177/1475921704047500

10.1177/058310249803000201

10.1016/S0141-0296(96)00149-6

10.1016/S0141-0296(02)00118-9

10.2514/3.13284

10.2514/3.10019

10.1006/jsvi.1994.1002

10.1088/0964-1726/7/5/013

10.1016/0022-460X(91)90595-B

10.1006/jsvi.1999.2295

10.2514/2.482

10.1177/1475921704047502

10.1016/j.compstruct.2006.05.026

Reddy, K.V., 2007, Computers, Mechanics and Continua, 5, 79

10.1177/1045389X06066292

10.1061/(ASCE)0733-9445(1995)121:4(599)

10.2514/2.902

10.1106/104538902022598

10.1016/S0045-7825(03)00237-8

10.1109/91.493904

Reddy, J.N., 2005, An Introduction to the Finite Element Method

10.1016/j.jsv.2004.05.015

10.1016/j.ymssp.2005.02.011

10.1016/j.engstruct.2007.01.013

Jin, Y., 2000, Extracting interpretable fuzzy rules from rbf neural networks. Ruhr-Universitat Bochum Institut fur Neuroinformatik 44780 Bochum, FRG, Report, IR-INI 2000-02, ISSN 0943-2752

10.1109/91.366565

Chi, Z., 1998, Fuzzy algorithms: With applications to image processing and pattern recognition, Singapore

10.1016/j.ymssp.2008.01.003

10.1177/1475921707081970