Damage Detection in a Composite Plate Using Modal Analysis and Artificial Intelligence
Source abstract
Abstract
The use of composite materials has vastly increased in recent years. Great interest is therefore developed in the damage detection of composites using non-destructive test methods. Several approaches have been applied to obtain information about the existence, location and growth of the faults. The main goal in this paper is to use the vibration response of a composite plate to detect and localize delamination defect based on the frequency response and modal analysis. The features extracted are used as the input data in an artificial intelligence scheme to identify the severity of the damages. Experiments are then conducted to validate the developed model.
Source: openaire · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Structural Health Monitoring Techniques · Ultrasonics and Acoustic Wave Propagation · Non-Destructive Testing Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
References (13)
Show source-provided references
1. Shahdin, A., Morlier, J., Gourinat, Y.: Correlating low energy impact damage with changes in modal parameters, a preliminary study on composite beams. Struct. Health Monit. 523–536 (2009)10.1177/1475921709341007 ↗
2. Shahdin, A., Morlier, J., Gourinat, Y.: Significance of low energy impact damage on modal parameters of composite beams by design of experiments, Seventh International Conference on Modern Practice in Stress and Vibration Analysis. MPSVA 2009 (2009)10.1088/1742-6596/181/1/012045 ↗
3. Tracy, J., Pardoen, G.: Effect of delamination on the natural frequencies of composite laminates. J Compos Mater 23(12), 1200–1215 (1989)10.1177/002199838902301201 ↗
4. Qatu, M. S.: Free vibration of laminated composite rectangular plates. Int. J. Solids Struct. 941–954 (1991)10.1016/0020-7683(91)90122-V ↗
5. Qatu, M. S., Leissa, A. W.: Vibration studies for laminated composite cantilever plates. Int. J. Mech. Sci. 927–940 (1991)10.1016/0020-7403(91)90012-R ↗
6. Qatu, M. S.: Natural frequencies for cantilevered laminated composite right triangular and trapezoidal plates. Compos. Sci. Technol. 441–449 (1994)10.1016/0266-3538(94)90112-0 ↗
7. Ousset, Y., Roudolff, F.: Numerical analysis of delamination in multi-layered composite plates. Comput Mech 20(1/2), 122–6 (2000)
8. Radzieński, M., Krawczuk, M., Palacz, M.: Improvement of damage detection methods based on experimental modal parameters. Mech Syst Signal Process 25(6), 2169–2190 (2011)10.1016/j.ymssp.2011.01.007 ↗
9. Ooijevaar, T.H., Loendersloot, R., Warnet, L.L.: Vibration based Structural Health Monitoring of a composite T-beam. Compos Struct 92(6), 2007–2015 (2010)10.1016/j.compstruct.2009.12.007 ↗
10. Katunin, A.: Damage identification in composite plates using two-dimensional B-spline wavelets. Mech. Syst. Signal Process. (2011)10.1016/j.ymssp.2011.05.015 ↗
11. Lee, J.: Free vibration analysis of delaminated composite beams. Comput Struct 74(2), 121–9 (2000)10.1016/S0045-7949(99)00029-2 ↗
12. Zak, A., Krawczuk, M., Ostachowicz, W.: Numerical and experimental investigation of free vibration of multi-layer delaminated composite beams and plates. Comput Mech 26, 215–309 (2000)
13. Department Of Defense Handbook, Composite Materials Handbook, Volume 2: Polymer Matrix Composites Materials Properties, MIL-HDBK-17-2 F, Volume 2, (2002)