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Published in: Journal of Nondestructive Evaluation 2/2022

01-06-2022

Locating Low Velocity Impacts on a Composite Plate Using Multi-Frequency Image Fusion and Artificial Neural Network

Authors: Bo Feng, Artur Lopes Ribeiro, Dario J. Pasadas, Helena Geirinhas Ramos

Published in: Journal of Nondestructive Evaluation | Issue 2/2022

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Abstract

To find out impact induced defects in a large aerospace structure is quite time consuming due to the large scanning area to be considered. Accurate localization of impacts could narrow the scanning area and improve testing efficiency. In this paper, the multi-frequency characteristic of impact induced guided waves is analyzed. The time of arrival features at various frequencies are extracted from time domain signal by continuous wavelet transform, cross-correlation and Hilbert transform. Two methods, namely image fusion and artificial neural network, are proposed to accomplish the fusion of multi-frequency features. The results show that the mean localization error for the two fusion methods are 4.39 mm and 3.61 mm respectively, the median error for the two methods are 3.56 mm and 3.13 mm.

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Literature
1.
go back to reference Fukui, H., Yoshimura, A., Matsuzaki, R.: Structural optimization for CFRP cryogenic tank based on energy release rate. Compos. Struct. 152, 883–890 (2016)CrossRef Fukui, H., Yoshimura, A., Matsuzaki, R.: Structural optimization for CFRP cryogenic tank based on energy release rate. Compos. Struct. 152, 883–890 (2016)CrossRef
2.
go back to reference Katnam, K., Da Silva, L., Young, T.: Bonded repair of composite aircraft structures: A review of scientific challenges and opportunities. Prog. Aerosp. Sci. 61, 26–42 (2013)CrossRef Katnam, K., Da Silva, L., Young, T.: Bonded repair of composite aircraft structures: A review of scientific challenges and opportunities. Prog. Aerosp. Sci. 61, 26–42 (2013)CrossRef
3.
go back to reference Mustapha, S., Ye, L., Dong, X., et al.: Evaluation of barely visible indentation damage (BVID) in CF/EP sandwich composites using guided wave signals. Mech. Syst. Signal Process. 76–77, 497–517 (2016)CrossRef Mustapha, S., Ye, L., Dong, X., et al.: Evaluation of barely visible indentation damage (BVID) in CF/EP sandwich composites using guided wave signals. Mech. Syst. Signal Process. 76–77, 497–517 (2016)CrossRef
4.
go back to reference Machado, J.J.M., Nunes, P.D.P., Marques, E.A.S., da Silva, L.F.M.: Adhesive joints using aluminium and CFRP substrates tested at low and high temperatures under quasi-static and impact conditions for the automotive industry. Compos. Pt. B-Eng. 158, 102–116 (2019)CrossRef Machado, J.J.M., Nunes, P.D.P., Marques, E.A.S., da Silva, L.F.M.: Adhesive joints using aluminium and CFRP substrates tested at low and high temperatures under quasi-static and impact conditions for the automotive industry. Compos. Pt. B-Eng. 158, 102–116 (2019)CrossRef
5.
go back to reference Su, Z., Cheng, L., Wang, X., Yu, L., Zhou, C.: Predicting delamination of composite laminates using an imaging approach. Smart Mater. Struct. 18(7), 074002 (2009)CrossRef Su, Z., Cheng, L., Wang, X., Yu, L., Zhou, C.: Predicting delamination of composite laminates using an imaging approach. Smart Mater. Struct. 18(7), 074002 (2009)CrossRef
6.
go back to reference Wu D, Chen W, Yang J, Yang F. Self-resonance eddy-current testing method in noncontact detection of carbon fiber reinforced plastics. Composite Structures 2021; 259:113247 Wu D, Chen W, Yang J, Yang F. Self-resonance eddy-current testing method in noncontact detection of carbon fiber reinforced plastics. Composite Structures 2021; 259:113247
7.
go back to reference Pasadas, D.J., Ramos, H.G., Baskaran, P., Ribeiro, A.L.: ECT in composite materials using double excitation coils and resonant excitation/sensing circuits. Measurement 161, 107859 (2020)CrossRef Pasadas, D.J., Ramos, H.G., Baskaran, P., Ribeiro, A.L.: ECT in composite materials using double excitation coils and resonant excitation/sensing circuits. Measurement 161, 107859 (2020)CrossRef
8.
go back to reference Gaudenzi, P., Bernabei, M., Dati, E., et al.: On the evaluation of impact damage on composite materials by comparing different NDI techniques. Compos. Struct. 118, 257–266 (2014)CrossRef Gaudenzi, P., Bernabei, M., Dati, E., et al.: On the evaluation of impact damage on composite materials by comparing different NDI techniques. Compos. Struct. 118, 257–266 (2014)CrossRef
9.
go back to reference Sadeghi, M.Z., Nienheysen, P., Arslan, S., et al.: Damage detection by double-sided ultrasonic assessment in low-velocity impacted CFRP plates. Compos. Struct. 208, 646–655 (2019)CrossRef Sadeghi, M.Z., Nienheysen, P., Arslan, S., et al.: Damage detection by double-sided ultrasonic assessment in low-velocity impacted CFRP plates. Compos. Struct. 208, 646–655 (2019)CrossRef
10.
go back to reference Feng, B., Pasadas, D.J., Ribeiro, A.L., Ramos, H.G.: Locating and imaging impact damage with an integrated system of PZT and eddy current probe. In: Proceedings of International Instrumentation & Measurement Technology Conference, Aukland, New Zealand, May 2019, pp. 1–6. Feng, B., Pasadas, D.J., Ribeiro, A.L., Ramos, H.G.: Locating and imaging impact damage with an integrated system of PZT and eddy current probe. In: Proceedings of International Instrumentation & Measurement Technology Conference, Aukland, New Zealand, May 2019, pp. 1–6.
11.
go back to reference Tobias, A.: Acoustic-emission source location in two dimensions by an array of three sensors. Non Destr. Test. 9, 9–12 (1976)CrossRef Tobias, A.: Acoustic-emission source location in two dimensions by an array of three sensors. Non Destr. Test. 9, 9–12 (1976)CrossRef
12.
go back to reference Kundu, T., Das, S., Martin, S.A., Jata, K.V.: Locating point of impact in anisotropic fiber reinforced composite plates. Ultrasonics 48(3), 193–201 (2008)CrossRef Kundu, T., Das, S., Martin, S.A., Jata, K.V.: Locating point of impact in anisotropic fiber reinforced composite plates. Ultrasonics 48(3), 193–201 (2008)CrossRef
13.
go back to reference Ciampa, F., Meo, M.: Acoustic emission source localization and velocity determination of the fundamental mode A0 using wavelet analysis and a Newton-based optimization technique. Smart Mater. Struct. 19(4), 045027 (2010)CrossRef Ciampa, F., Meo, M.: Acoustic emission source localization and velocity determination of the fundamental mode A0 using wavelet analysis and a Newton-based optimization technique. Smart Mater. Struct. 19(4), 045027 (2010)CrossRef
14.
go back to reference Zhu, K., Qing, X.P., Liu, B.: A two-step impact localization method for composite structures with a parameterized laminate model. Compos. Struct. 192, 500–506 (2018)CrossRef Zhu, K., Qing, X.P., Liu, B.: A two-step impact localization method for composite structures with a parameterized laminate model. Compos. Struct. 192, 500–506 (2018)CrossRef
15.
go back to reference De Simone, M.E., Ciampa, F., Boccardi, S., Meo, M.: Impact source localization in aerospace composite structures. Smart Mater. Struct. 26(12), 125026 (2017)CrossRef De Simone, M.E., Ciampa, F., Boccardi, S., Meo, M.: Impact source localization in aerospace composite structures. Smart Mater. Struct. 26(12), 125026 (2017)CrossRef
16.
go back to reference Seno, A.H., Khodaei, Z.S., Ferri Aliabadi, M.H.: Passive sensing method for impact localization in composite plates under simulated environmental and operational conditions. Mech. Syst. Signal Process. 129, 20–36 (2019)CrossRef Seno, A.H., Khodaei, Z.S., Ferri Aliabadi, M.H.: Passive sensing method for impact localization in composite plates under simulated environmental and operational conditions. Mech. Syst. Signal Process. 129, 20–36 (2019)CrossRef
17.
go back to reference Lu, S., Jiang, M., Sui, Q., et al.: Low velocity impact localization system of CFRP using fiber Bragg grating sensors. Opt. Fiber Technol. 21, 13–19 (2015)CrossRef Lu, S., Jiang, M., Sui, Q., et al.: Low velocity impact localization system of CFRP using fiber Bragg grating sensors. Opt. Fiber Technol. 21, 13–19 (2015)CrossRef
18.
go back to reference Kim, J.-H., Kim, Y.-Y., Park, Y., et al.: Low-velocity impact localization in a stiffened composite panel using a normalized cross-correlation method. Smart Mater. Struct. 24, 045036 (2015)CrossRef Kim, J.-H., Kim, Y.-Y., Park, Y., et al.: Low-velocity impact localization in a stiffened composite panel using a normalized cross-correlation method. Smart Mater. Struct. 24, 045036 (2015)CrossRef
19.
go back to reference Migot, A., Bhuiyan, Y., Giurgiutiu, V.: Impact localization on composite plates using two developed imaging methods. In: Proceedings of SPIE Active and Passive Smart Structures and Integrated Systems, vol. XIV, CA, USA, p. 113760V (2020) Migot, A., Bhuiyan, Y., Giurgiutiu, V.: Impact localization on composite plates using two developed imaging methods. In: Proceedings of SPIE Active and Passive Smart Structures and Integrated Systems, vol. XIV, CA, USA, p. 113760V (2020)
20.
go back to reference Haider, M.F., Migot, A., Bhuiyan, M.Y., Giurgiutiu, V.: Experimental investigation of impact localization in composite plate using newly developed imaging method. Inventions 3(3), 59 (2018)CrossRef Haider, M.F., Migot, A., Bhuiyan, M.Y., Giurgiutiu, V.: Experimental investigation of impact localization in composite plate using newly developed imaging method. Inventions 3(3), 59 (2018)CrossRef
21.
go back to reference Migot, A., Giurgiutiu, V.: Impact localization on a composite plate with unknown material properties using PWAS transducers and wavelet transform. In: Proceedings of the ASME 2017 International Mechanical Engineering Congress and Exposition, Tampa, FL, USA, 3–9 November 2017; pp. 1–8. Migot, A., Giurgiutiu, V.: Impact localization on a composite plate with unknown material properties using PWAS transducers and wavelet transform. In: Proceedings of the ASME 2017 International Mechanical Engineering Congress and Exposition, Tampa, FL, USA, 3–9 November 2017; pp. 1–8.
23.
go back to reference James, R., Joseph, R., Giurgiutiu, V.: Impact damage detection in composite plates using acoustic emission signal signature identification. In: Proceedings of SPIE Active and Passive Smart Structures and Integrated Systems, vol. XIV, CA, USA, 2020, p. 113760K. James, R., Joseph, R., Giurgiutiu, V.: Impact damage detection in composite plates using acoustic emission signal signature identification. In: Proceedings of SPIE Active and Passive Smart Structures and Integrated Systems, vol. XIV, CA, USA, 2020, p. 113760K.
25.
go back to reference Qiu, L., Liu, B., Yuan, S., et al.: Impact imaging of aircraft composite structure based on a model-independent spatial-wavenumber filter. Ultrasonics 64, 10–24 (2016)CrossRef Qiu, L., Liu, B., Yuan, S., et al.: Impact imaging of aircraft composite structure based on a model-independent spatial-wavenumber filter. Ultrasonics 64, 10–24 (2016)CrossRef
26.
go back to reference Yuan, S., Bao, Q., Qiu, L., et al.: A single frequency component-based re-estimated MUSIC algorithm for impact localization on complex composite structures. Smart Mater. Struct. 24, 105021 (2015)CrossRef Yuan, S., Bao, Q., Qiu, L., et al.: A single frequency component-based re-estimated MUSIC algorithm for impact localization on complex composite structures. Smart Mater. Struct. 24, 105021 (2015)CrossRef
27.
go back to reference Sai, Y., Jiang, M., Sui, Q., et al.: Low velocity impact localization system using FBG array and MVDR beamforming algorithm. Photon. Sensors 5(4), 357–364 (2015)CrossRef Sai, Y., Jiang, M., Sui, Q., et al.: Low velocity impact localization system using FBG array and MVDR beamforming algorithm. Photon. Sensors 5(4), 357–364 (2015)CrossRef
29.
go back to reference Qian, C., Ran, Y., He, J., et al.: Application of artificial neural networks for quantitative damage detection in unidirectional composite structures based on Lamb waves. Adv. Mech. Eng. 12(3), 1–9 (2020)CrossRef Qian, C., Ran, Y., He, J., et al.: Application of artificial neural networks for quantitative damage detection in unidirectional composite structures based on Lamb waves. Adv. Mech. Eng. 12(3), 1–9 (2020)CrossRef
30.
go back to reference Feng, B., Pasadas, D.J., Ribeiro, A.L., Ramos, H.G.: Locating defects in anisotropic CFRP plates using ToF-based probability matrix and neural networks. IEEE Trans. Instrum. Meas. 68(5), 1252–1260 (2019)CrossRef Feng, B., Pasadas, D.J., Ribeiro, A.L., Ramos, H.G.: Locating defects in anisotropic CFRP plates using ToF-based probability matrix and neural networks. IEEE Trans. Instrum. Meas. 68(5), 1252–1260 (2019)CrossRef
31.
go back to reference Kalafat, S., Sause, M.G.R.: Acoustic emission source localization by artificial neural networks. Struct. Health Monit. 14, 633–647 (2015)CrossRef Kalafat, S., Sause, M.G.R.: Acoustic emission source localization by artificial neural networks. Struct. Health Monit. 14, 633–647 (2015)CrossRef
32.
go back to reference Rai, A., Mitra, M.: Lamb wave based damage detection in metallic plates using multi-headed 1-dimensional convolutional neural network. Smart Mater. Struct. 30, 035010 (2021)CrossRef Rai, A., Mitra, M.: Lamb wave based damage detection in metallic plates using multi-headed 1-dimensional convolutional neural network. Smart Mater. Struct. 30, 035010 (2021)CrossRef
33.
go back to reference Su, C., Jiang, M., Lv, S., Lu, S., Zhang, L., Zhang, F., et al.: Improved damage localization and quantification of CFRP using lamb waves and convolution neural network. IEEE Sensors J. 19, 5784–5791 (2019)CrossRef Su, C., Jiang, M., Lv, S., Lu, S., Zhang, L., Zhang, F., et al.: Improved damage localization and quantification of CFRP using lamb waves and convolution neural network. IEEE Sensors J. 19, 5784–5791 (2019)CrossRef
34.
go back to reference Goutaudier, D., Gendre, D., Kehr-Candille, V., et al.: Long-range impact localization with a frequency domain triangulation technique: Application to a large aircraft composite panel. Compos. Struct. 238, 111973 (2020)CrossRef Goutaudier, D., Gendre, D., Kehr-Candille, V., et al.: Long-range impact localization with a frequency domain triangulation technique: Application to a large aircraft composite panel. Compos. Struct. 238, 111973 (2020)CrossRef
35.
go back to reference McLaskeya, G.C., Glaser, S.D., et al.: Hertzian impact: Experimental study of the force pulse and resulting stress waves. J. Acoust. Soc. Am. 128(2), 1087–1096 (2010)CrossRef McLaskeya, G.C., Glaser, S.D., et al.: Hertzian impact: Experimental study of the force pulse and resulting stress waves. J. Acoust. Soc. Am. 128(2), 1087–1096 (2010)CrossRef
Metadata
Title
Locating Low Velocity Impacts on a Composite Plate Using Multi-Frequency Image Fusion and Artificial Neural Network
Authors
Bo Feng
Artur Lopes Ribeiro
Dario J. Pasadas
Helena Geirinhas Ramos
Publication date
01-06-2022
Publisher
Springer US
Published in
Journal of Nondestructive Evaluation / Issue 2/2022
Print ISSN: 0195-9298
Electronic ISSN: 1573-4862
DOI
https://doi.org/10.1007/s10921-022-00865-2

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