Fracture and Structural Integrity e-ISSN 1971-8993 Open access
Structural Integrity and Safety: Experimental and Numerical Perspectives Vol. 16, No. 61 (2022)

Natural Frequency based delamination estimation in GFRP beams using RSM and ANN

Author and affiliation details
  • T. G. Sreekanth Corresponding author Department of Production Engineering, PSG College of Technology, Coimbatore-641004, Tamilnadu, India. ORCID iD0000-0003-3848-7419 sreekanthtg007@gmail.com
  • M. Senthilkumar Department of Production Engineering, PSG College of Technology, Coimbatore-641004, Tamilnadu, India. ORCID iD0000-0002-3720-0941
  • S. Manikanta Reddy Department of Production Engineering, PSG College of Technology, Coimbatore-641004, Tamilnadu, India.
DOI
10.3221/IGF-ESIS.61.32
Pages
487-495
Published
Licence
CC BY 4.0

Abstract

The importance of delamination detection can be understood from aircraft components like Vertical Stabilizer, which is subjected to heavy vibration during the flight movement and it may lead to delamination and finally even flight crash can happen because of that. Any solid structure's vibration behaviour discloses specific dynamic characteristics and property parameters of that structure. This research investigates the detection of delamination in composites using a method based on vibration signals.  The composite material's flexural stiffness and strength are reduced as a result of delaminations, and vibration properties such as natural frequency responses are altered. In inverse problems involving vibration response, the response signals such as natural frequencies are utilized to find the location and magnitude of delaminations. For different delaminated beams with varying position and size, inverse approaches such as Response Surface Methodology (RSM) and Artificial Neural Network (ANN) are utilized to address the inverse problem, which aids in the prediction of delamination size and location.

Keywords

Article history

  1. ReceivedUntil the next stage: 31 days
  2. Revision requestedUntil the next stage: 1 day
  3. RevisedUntil the next stage: 15 days
  4. AcceptedUntil the next stage: 3 days
  5. Published

Statements

Funding

Nil

How to cite

APA

Sreekanth, T. G., Senthilkumar, M., & Reddy, S. M. (2022). Natural Frequency based delamination estimation in GFRP beams using RSM and ANN. Fracture and Structural Integrity, 16(61), 487–495. https://doi.org/10.3221/IGF-ESIS.61.32

IEEE

T. G. Sreekanth, M. Senthilkumar, and S. M. Reddy, “Natural Frequency based delamination estimation in GFRP beams using RSM and ANN,” Fracture and Structural Integrity, vol. 16, no. 61, pp. 487–495, 2022, doi: 10.3221/IGF-ESIS.61.32.

MLA

Sreekanth, T. G., et al. “Natural Frequency based delamination estimation in GFRP beams using RSM and ANN.” Fracture and Structural Integrity, vol. 16, no. 61, 2022, pp. 487–495. https://doi.org/10.3221/IGF-ESIS.61.32.

Chicago

Sreekanth, T. G., M. Senthilkumar, and S. Manikanta Reddy. 2022. “Natural Frequency based delamination estimation in GFRP beams using RSM and ANN.” Fracture and Structural Integrity 16 (61): 487–495. https://doi.org/10.3221/IGF-ESIS.61.32.

Harvard

Sreekanth, T.G., Senthilkumar, M. and Reddy, S.M. (2022) ‘Natural Frequency based delamination estimation in GFRP beams using RSM and ANN’, Fracture and Structural Integrity, 16(61), pp. 487–495. doi: 10.3221/IGF-ESIS.61.32.

Vancouver

Sreekanth TG, Senthilkumar M, Reddy SM. Natural Frequency based delamination estimation in GFRP beams using RSM and ANN. Fracture and Structural Integrity. 2022;16(61):487-495. doi:10.3221/IGF-ESIS.61.32

BibTeX

@article{sreekanth2022, author = {Sreekanth, T. G. and Senthilkumar, M. and Reddy, S. Manikanta}, title = {Natural Frequency based delamination estimation in GFRP beams using RSM and ANN}, journal = {Fracture and Structural Integrity}, year = {2022}, volume = {16}, number = {61}, pages = {487--495}, doi = {10.3221/IGF-ESIS.61.32}, url = {https://doi.org/10.3221/IGF-ESIS.61.32}, issn = {1971-8993} }

RIS

TY - JOUR AU - Sreekanth, T. G. AU - Senthilkumar, M. AU - Reddy, S. Manikanta TI - Natural Frequency based delamination estimation in GFRP beams using RSM and ANN JO - Fracture and Structural Integrity T2 - Fracture and Structural Integrity PY - 2022 DA - 2022/06/19 VL - 16 IS - 61 SP - 487 EP - 495 DO - 10.3221/IGF-ESIS.61.32 UR - https://doi.org/10.3221/IGF-ESIS.61.32 SN - 1971-8993 ER -

Licence

Creative Commons Attribution 4.0 International

May be shared and adapted, provided appropriate credit is given. Copyright © 2022 T. G. Sreekanth, M. Senthilkumar, S. Manikanta Reddy.

Copyright 
Authors are allowed to retain both the copyright and the publishing rights of their articles without restrictions.  

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