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Integrated Ferroelectrics
An International Journal
Volume 240, 2024 - Issue 1
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Research Article

Damage Detection and Prediction of Ultrasonic Behaviours in Piezoelectric Materials Using Hybrid Deep Convolutional Neural Network

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Pages 181-198 | Received 05 Oct 2023, Accepted 07 Dec 2023, Published online: 08 Feb 2024

References

  • N. V. Nguyen et al., Analysis and active control of geometrically nonlinear responses of smart FG porous plates with graphene nanoplatelets reinforcement based on Bezier extraction of NURBS, Int. J. Mech. Sci. 180, 105692 (2020). DOI: 10.1016/j.ijmecsci.2020.105692.
  • J. Chen et al., Piezoelectric materials for sustainable building structures: Fundamentals and applications, Renewable Sustainable Energy Rev. 101, 14 (2019). DOI: 10.1016/j.rser.2018.09.038.
  • M. T. Chorsi et al., Piezoelectric biomaterials for sensors and actuators, Adv. Mater. 31 (1), 1802084 (2019). DOI: 10.1002/adma.201802084.
  • R. Sun et al., Stretchable piezoelectric sensing systems for self‐powered and wireless health monitoring, Adv. Materials Technol. 4 (5), 1900100 (2019). DOI: 10.1002/admt.201900100.
  • D. X. Duarte et al., Development and validation of failure preventive tools for aeronautical applications, Eng. Fail. Anal. 101, 329 (2019). DOI: 10.1016/j.engfailanal.2019.03.021.
  • H. Kulkarni et al., Application of piezoelectric technology in automotive systems, Mater. Today: Proc. 5 (10), 21299 (2018). DOI: 10.1016/j.matpr.2018.06.532.
  • J. Guo, and X. Li, Surface effects on an electrically permeable elliptical nano-hole or nano-crack in piezoelectric materials under anti-plane shear, Acta Mech. 229 (10), 4251 (2018). DOI: 10.1007/s00707-018-2232-1.
  • S. A. Han et al., Point‐defect‐passivated MoS2 nanosheet‐based high performance piezoelectric nanogenerator, Adv. Mater. 30 (21), 1800342 (2018). DOI: 10.1002/adma.201800342.
  • R. Chen et al., Eco-friendly highly sensitive transducers based on a new KNN–NTK–FM lead-free piezoelectric ceramic for high-frequency biomedical ultrasonic imaging applications, IEEE Trans. Biomed. Eng. 66 (6), 1580 (2018). DOI: 10.1109/TBME.2018.2876063.
  • S. S. Priya et al., Investigations on nucleation, HRXRD, optical, piezoelectric, polarizability and Z-scan analysis of l–arginine maleate dihydrate single crystals, Opt. Mater. 66, 434 (2017). DOI: 10.1016/j.optmat.2017.02.041.
  • Z. Tian et al., Pulsed laser-scanning laser Doppler vibrometer (PL-SLDV) phased arrays for damage detection in aluminum plates, Mech. Syst. Sig. Process. 121, 158 (2019). DOI: 10.1016/j.ymssp.2018.11.016.
  • G. Tripathi et al., Classification of micro-damage in piezoelectric ceramics using machine learning of ultrasound signals, Sensors 19 (19), 4216 (2019). DOI: 10.3390/s19194216.
  • V. Agarwal et al., Damage localization in piezo-ceramic using ultrasonic waves excited by dual point contact excitation and detection scheme, Ultrasonics 108, 106113 (2020). DOI: 10.1016/j.ultras.2020.106113.
  • E. S. Lori et al., Frequency characteristics of a GPL-reinforced composite microdisk coupled with a piezoelectric layer, Eur. Phys. J. Plus 135 (2), 144 (2020). DOI: 10.1140/epjp/s13360-020-00217-x.
  • M. Mohammadimehr, and R. Rostami, Bending and vibration analyses of a rotating sandwich cylindrical shell considering nanocomposite core and piezoelectric layers subjected to thermal and magnetic fields, Appl. Math. Mech-Engl. Ed 39 (2), 219 (2018). DOI: 10.1007/s10483-018-2301-6.
  • Y. Sun et al., Flexible piezoelectric energy harvester/sensor with high voltage output over wide temperature range, Nano Energy 61, 337 (2019). DOI: 10.1016/j.nanoen.2019.04.055.
  • M. Naqi et al., Pulsed gate switching of MoS2 field‐effect transistor based on flexible polyimide substrate for ultrasonic detectors, Adv. Funct. Materials 31 (7), 2007389 (2021). DOI: 10.1002/adfm.202007389.
  • C. Yun et al., Mechanical, electrical, and thermal properties of graphene nanosheet/aluminum nitride composites, Ceram. Int. 41 (7), 8643 (2015). DOI: 10.1016/j.ceramint.2015.03.075.
  • D. G. Papageorgiou, I. A. Kinloch, and R. J. Young, Mechanical properties of graphene and graphene-based nanocomposites, Prog. Mater. Sci. 90, 75 (2017). DOI: 10.1016/j.pmatsci.2017.07.004.
  • S. Albelwi, and A. Mahmood, A framework for designing the architectures of deep convolutional neural networks, Entropy 19 (6), 242 (2017). DOI: 10.3390/e19060242.
  • C. Feng et al., Structural damage detection using deep convolutional neural network and transfer learning, KSCE J. Civ. Eng. 23 (10), 4493 (2019). DOI: 10.1007/s12205-019-0437-z.
  • W. Zhao, Z. Zhang, and L. Wang, Manta ray foraging optimization: An effective bio-inspired optimizer for engineering applications, Eng. Appl. Artif. Intell. 87, 103300 (2020). DOI: 10.1016/j.engappai.2019.103300.
  • M. Rautela, and S. Gopalakrishnan, Ultrasonic guided wave based structural damage detection and localization using model assisted convolutional and recurrent neural networks, Expert Syst. Appl. 167, 114189 (2021). DOI: 10.1016/j.eswa.2020.114189.

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