Fusion of wavelet packets and neural network in detection of composites

AIAA journal

Volumn 38, Issue 6, 2000, Pages 1063-1069

  Wu, Yao Jun ^a   Shi, Xi Zhi ^a   Zhuang, Tian Ge ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

FEATURE EXTRACTION; NEURAL NETWORKS; REGRESSION ANALYSIS; SIGNAL PROCESSING; SPECTRUM ANALYSIS; VIBRATIONS (MECHANICAL);

DAMAGE DETECTION; DATA FUSION METHOD; WAVELET PACKETS;

COMPOSITE MATERIALS;

EID: 0033746035     PISSN: 00011452     EISSN: None     Source Type: Journal    
DOI: 10.2514/2.1068     Document Type: Article

References (23)

1. Jaewook, R., and Lee, S. W., "A Network Approach for Damage Detection and Identification of Structures," AIAA Paper 94-1753, April 1994.
2. Manning, R. A., "Damage Detection in Adaptive Structures Using Neural Networks," AIAA Paper 94-1752, April 1994.
3. Ni, Y. Q., Wang, B. S., and Ko, J. M., "Selection of Input Vectors to Neural Networks for Structural Damage Identification," Proceedings of SPIE - The International Society for Optical Engineering, Vol. 3671, Society of Photo-Optical Instrumentation Engineers, Bellinghum, WA, 1999, pp. 270-280.
4. Cios, K. J., and Tjia, R. E., "Application of Neural Networks in the Acousto-Ultrasonic Evaluation of Metal-Matrix Composite Specimens," International Joint Conference on Neural Networks, International Neural Network Society and Inst. of Electrical and Electronics Engineers, Singapore, Vol. 2, 1992, pp. 993-998.
5. Mallat, S. G., "A Theory for Multiresolution Signal Decomposition: The Wavelet Representation," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 11, No. 7, 1989, pp. 674-693.
6. Daubechies, I., "The Wavelet Transform, Time Frequency Localization and Signal Analysis," IEEE Transactions on Information Theory, Vol. 36, No. 5, 1990, pp. 961-1005.
7. Dalpiaz, G., and Rivola, A., "Condition Monitoring and Diagnostics in Automatic Machines: Comparison of Vibration Analysis Technique," Mechanical Systems and Signal Processing, Vol. 11, No. 1, 1997, pp. 53-73.
8. Staszewski, W. J., and Worden, K., "Classification of Faults in Gearboxes - Pre-Processing Algorithms and Neural Networks," Neural Computing and Applications, Vol. 5, No. 3, 1997, pp. 160-183.
9. Yang, J., Xiang, X., and Xiong, S., "Damage Detection of Roller Bearing Using Wavelet Trans form," Proceedings of the International Modal Analysis Conference, Vol. 2, Society for Experimental Mechanics, 1999, pp. 1093-2085.
10. Staszewski, W. J., "Structural and Mechanical Damage Detection Using Wavelets," Shock and Vibration Digest, Vol. 30, No. 6, 1998, pp. 457-472.
11. Deng, X. M., and Wang, Q., "Crack Detection Using Spatial Measurements and Wavelet Analysis," International Journal of Fracture, Vol. 91, No. 2, 1998, pp. L23-L28.
12. Lu, C. J., and Hsu, Y. T., "Application of Wavelet Transform to Structural Damage Detection," Proceedings of the International Modal Analysis Conference, Vol. 1, Society for Experimental Mechanics, 1999, pp. 908-914.
13. Steinberg, B. Z., McCoy, J. J., and Mirotznik, M.," A Wavelet Approach to Effective Modal Analysis of Complex Lamination," IEEE International Symposium Antennas and Propagation Society, Vol. 2, Inst. of Electrical and Electronics Engineers, Piscataway, NJ, 1997, pp. 1096-1099.
14. Coifman, R. R., and Meyer, Y., "Orthonormal Wavelet Packet Bases," Dept. of Electrical Engineering, TR, Yale Univ., New Haven, CT, Aug. 1989.
15. Coifman, R. R., and Wickerhauser, M. V., "Entropy-Based Algorithms for Best Basis Selection," IEEE Transactions on Information Theory, Vol. 38, No. 5, 1992, pp. 713-718.
16. Herley, C., Kovacelevic, J., Ramchandran, K., and Vetterli, M., "Tilings of the Time-Frequency Plane: Construction of Arbitrary Orthogonal Bases and Fast Tiling Algorithms," IEEE Transaction Signal Processing, Vol. 41, No. 12, 1993, pp. 3341-3359.
17. Szu, H. H., Telfer, B., and Kadambe, S., "Neural Network Adaptive Wavelets for Signal Representation and Classification," Optical Engineering, Vol. 31, No. 9, 1992, pp. 1907-1916.
18. Wong, K. W., and Leung, C. S., "On-Line Successive Synthesis of Wavelel Networks," Neural Processing Letters, Vol. 7, No. 3, 1998, pp. 91-100.
19. Wu, Y., Tao, B., and Yan, S., "B-Spline Wavelel Neural Network," Pattern Recognition and Artificial Intelligence, Vol. 9, No. 3, 1996, pp. 228-233 (in Chinese).
20. Chui, C. K., and Wang, J. Z., "On Compactly Supported Spline Wavelets and a Duality Principle," Transactions of the American Mathematical Society, Vol. 330, No. 2, 1992, pp. 903-915.
21. Chui, C. K., An Introduction to Wavelets, Academic, Boston, 1992, pp. 236-243.
22. Daubechies, I., "Orthonormal Bases of Compactly Supported Wavelets," Communication in Pure and Applied Mathematics, Vol. 41, No. 8, 1988, pp. 520-564.
23. Akaike, H., "Power Spectrum Estimation Through Autoregression Model Fitting," Annals of the Institute of Statistical Mathematics, Vol. 21, 1969, pp. 407-419.