Locating impact on structural plate using principal component analysis and support vector machines

Mathematical Problems in Engineering

Volumn 2013, Issue , 2013, Pages

  Fu, Heming ^a   Xu, Qingsong ^a  

^a UNIVERSITY OF MACAU   (Macao)

Author keywords

[No Author keywords available]

Indexed keywords

ALUMINUM PLATES; BACK-PROPAGATION NEURAL NETWORKS; COMPARISON STUDY; CONVENTIONAL APPROACH; DIMENSION REDUCTION; IMPACT LOCATIONS; PIEZOELECTRIC SENSORS; STRUCTURAL PLATES;

NEURAL NETWORKS; PLATES (STRUCTURAL COMPONENTS); PRINCIPAL COMPONENT ANALYSIS;

SUPPORT VECTOR MACHINES;

EID: 84877308205     PISSN: 1024123X     EISSN: 15635147     Source Type: Journal    
DOI: 10.1155/2013/352149     Document Type: Article

References (16)

1. Haywood J., Coverley P. T., Staszewski W. J., Worden K., An automatic impact monitor for a composite panel employing smart sensor technology. Smart Materials and Structures 2005 14 1 265 271 2-s2.0-13844276015 10.1088/0964-1726/14/1/027 (Pubitemid 40253491)
2. Sohn H., Farrar C. R., Hunter N. F., Worden K., Structural health monitoring using statistical pattern recognition techniques. Journal of Dynamic Systems, Measurement and Control 2001 123 4 706 711 2-s2.0-0001252638 (Pubitemid 33716002)
3. Mujica L. E., Vehí J., Staszewski W., Worden K., Impact damage detection in aircraft composites using knowledge-based reasoning. Structural Health Monitoring 2008 7 3 215 230 2-s2.0-50849088951 10.1177/1475921708090560
4. Giurgiutiu V., Tuned Lamb wave excitation and detection with piezoelectric wafer active sensors for structural health monitoring. Journal of Intelligent Material Systems and Structures 2005 16 4 291 305 2-s2.0-17044422084 10.1177/1045389X05050106
5. Lu Y., Michaels J. E., A methodology for structural health monitoring with diffuse ultrasonic waves in the presence of temperature variations. Ultrasonics 2005 43 9 717 731 2-s2.0-24144459831 10.1016/j.ultras.2005.05.001 (Pubitemid 41231036)
6. Worden K., Staszewski W. J., Impact location and quantification on a composite panel using neural networks and a genetic algorithm. Strain 2000 36 2 61 70 2-s2.0-0033728785
7. Jones R. T., Sirkis J. S., Friebele E. J., Detection of impact location and magnitude for isotropic plates using neural networks. Journal of Intelligent Material Systems and Structures 1997 7 1 90 99 2-s2.0-0030675280 (Pubitemid 127576483)
8. LeClerc J. R., Worden K., Staszewski W. J., Haywood J., Impact detection in an aircraft composite panel-a neural-network approach. Journal of Sound and Vibration 2007 299 3 672 682 2-s2.0-33750329863 10.1016/j.jsv.2006.07.019 (Pubitemid 44635616)
9. Watkins S. E., Akhavan F., Dua R., Chandrashekhara K., Wunsch D. C., Impact-induced damage characterization of composite plates using neural networks. Smart Materials and Structures 2007 16 2 515 524 2-s2.0-33947114404 10.1088/0964-1726/16/2/033 (Pubitemid 46402815)
10. Masri S. F., Smyth A. W., Chassiakos A. G., Caughey T. K., Hunter N. F., Application of neural networks for detection of changes in nonlinear systems. Journal of Engineering Mechanics 2000 126 7 666 676 2-s2.0-0033704242
11. Song H., Zhong L., Han B., Structural damage detection by integrating independent component analysis and support vector machine. Advanced Data Mining and Applications 2005 3584 Berlin, Germany Springer 670 677 Lecture Notes in Computer Science
12. Wong P. K., Xu Q., Vong C. M., Wong H. C., Rate-dependent hysteresis modeling and control of a piezostage using online support vector machine and relevance vector machine. IEEE Transactions on Industrial Electronics 2012 59 4 1988 2001
13. Xu Q., Wong P. K., Hysteresis modeling and compensation of a piezostage using least squares support vector machines. Mechatronics 2011 21 7 1239 1251
14. Xie J., Improved least square support vector machine for structural damage detection. Proceedings of the 2nd International Conference on Computer Engineering and Technology (ICCET '10) April 2010 237 240 2-s2.0-77958058346
15. Pawar P. M., Jung S. N., Support vector machine based online composite helicopter rotor blade damage detection system. Journal of Intelligent Material Systems and Structures 2008 19 10 1217 1228 2-s2.0-51849107064 10.1177/1045389X07084713
16. Zhang J., Sato T., Iai S., Support vector regression for on-line health monitoring of large-scale structures. Structural Safety 2006 28 4 392 406 2-s2.0-33745199865 10.1016/j.strusafe.2005.12.001 (Pubitemid 43906018)