Original Article
  • Machine Learning-based Predictive Model for Cross-sectional Properties of Pultruded Hybrid Composite Structure

  • Chaeyoung Hong*, Kyeong-Bae Seo**, Wooseok Ji*†

  • * Department of Mechanical Engineering, Ulsan National Institute of Science and Technology
    ** Lightweight Materials Research Team, Hyundai Motor Group

  • 기계학습모델을 이용한 하이브리드 인발 복합재의 단면 물성 예측

  • 홍채영* · 서경배** · 지우석*†

  • This article is an open access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

References
  • 1. Ju, Y.J., Kwon, Y.C., and Choi, H.S., “Study on the Suitability of Composite Materials for Enhancement of Automotive Fuel Economy,” Composites Research, Vol. 32, No. 5, 2019, pp. 284-289.
  •  
  • 2. Oh, E., Zuniga, M., and Suhr, J., “Trends and Perspective for Eco-friendly Composites for Next-generation Automobiles,” Composites Research, Vol. 37, No. 2, 2024, pp. 115-125.
  •  
  • 3. Lee, J., Wee, S., and Park, S., “Development of the Modular Roof Panel Using Glass Fiber Composite,” Transactions of the Korean Society of Automotive Engineers, Vol. 27, No. 11, 2019, pp. 869-875.
  •  
  • 4. Yoon, B., Kim, H., Park, S., Kim, J., and Lim, J., “A Development for Light Weight Material and Crashworthiness Improvement of Rear Bumper Beam,” Proceeding of 2012 Spring Conference of the Korean Society of Automotive Engineers, pp. 1434-1439.
  •  
  • 5. Lee, K.S., and Lee, K.S., “A Study on Manufacturing of the Long Fiber-reinforced Thermoplastic (LFT) Automotive Under Cover Using the In-line Compounding (ILC) Technology,” Composites Research, Vol. 30, No. 6, 2017, pp. 399-405.
  •  
  • 6. Han, D.H., and Ha, S.K., “Development of Lightweight Composite Sub-frame in Automotive Chassis Parts Considering Structure & NVH Performance,” Composites Research, Vol. 32, No. 1, 2019, pp. 21-28.
  •  
  • 7. Kim, W.S., Kim, K.C., Jung, W.C., and Kim, H.N., “Automotive Door Impact Beam Development using Thermoplastic Composite,” Composites Research, Vol. 33, No. 6, 2020, pp. 383-389.
  •  
  • 8. Khan, F., Hossain, N., Mim, J.J., Rahman, S.M., Iqbal, M.J., Billah, M., and Chowdhury, M.A., “Advances of Composite Materials in Automobile Applications–A Review,” Journal of Engineering Research, 2024, in press, corrected proof.
  •  
  • 9. Miller, A.H., Dodds, N., Hale, J.M., and Gibson, A.G., “High Speed Pultrusion of Thermoplastic Matrix Composites,” Composites Part A: Applied Science and Manufacturing, Vol. 29, No. 7, 1998, pp. 773-782.
  •  
  • 10. Minchenkov, K., Vedernikov, A., Safonov, A., and Akhatov, I., “Thermoplastic Pultrusion: A Review,” Polymers, Vol. 13, No. 2, 2021, 180.
  •  
  • 11. Volk, M., Yuksel, O., Baran, I., Hattel, J.H., Spangenberg, J., and Sandberg, M., “Cost-efficient, Automated, and Sustainable Composite Profile Manufacture: A Review of the State of the Art, Innovations, and Future of Pultrusion Technologies,” Composites Part B: Engineering, Vol. 246, 2022, 110135.
  •  
  • 12. Jang, H.K., Kim, Y.C., Kim, K.D., Joo, G.S., Kim, J.H., Shin, Y.J., Kim, S.G., and Lee, K.Y., “A Study on Composite Body Parts to Improve Crash Safety of Light Weight EV Platform,” Proceeding of 2023 Fall Conference of the Korean Society for Composite Materials, pp. 95.
  •  
  • 13. Blasques, J.P., “User's Manual for BECAS: A Cross Section Analysis Tool for Anisotropic and Inhomogeneous Beam Sections of Arbitrary Geometry,” DTU-National Laboratory for Sustainable Energy, Denmark, 2012.
  •  
  • 14. Bir, G.S., “User’s Guide to PreComp (Pre-processor for Computing Composite Blade Properties),” National Renewable Energy Laboratory, United States, 2006.
  •  
  • 15. Cesnik, C.E., and Hodges, D.H., “VABS: A New Concept for Composite Rotor Blade Cross‐sectional Modeling,” Journal of the American Helicopter Society, Vol. 42, No. 1, 1997, pp. 27-38.
  •  
  • 16. Jung, S.N., Dhadwal, M.K., Kim, Y.W., Kim, J.H., and Riemenschneider, J., “Cross-sectional Constants of Composite Blades Using Computed Tomography Technique and Finite Element Analysis,” Composite Structures, Vol. 129, 2015, pp. 132-142.
  •  
  • 17. Bae, J.S., Kim, H.S., Bae, J.K., Lim, T.H., Hwang, J.M., and Jung, S.N., “Validation Study of Composite Rotor Blade Sectional Analysis Program (Ksec2d-AE),” Journal of the Korean Society for Aeronautical and Space Sciences, Vol. 46, No. 4, 2018, pp. 277-282.
  •  
  • 18. ABAQUS (2023) Analysis User’s Manual, Meshed beam cross-sections, Version 2023, Dassault Systemes Simulia, Inc.
  •  
  • 19. Yu, W., “Inertial and Elastic Properties of General Composite Beams,” Composite Structures, Vol. 352, 2025.
  •  
  • 20. López-Santos, F., May-Pat, A., Ledesma-Orozco, E.R., Hernández-Pérez, A., and Avilés, F., “Measurement of In-plane and Out-of-plane Elastic Properties of Woven Fabric Composites Using Digital Image Correlation,” Journal of Composite Materials, Vol. 55, No. 9, 2021, pp.1231-1246.
  •  
  • 21. Lemanski, S.L., Wang, J., Sutcliffe, M.P.F., Potter, K.D., and Wisnom, M.R., “Modelling Failure of Composite Specimens with Defects under Compression Loading,” Composites Part A: Applied Science and Manufacturing, Vol. 48, 2013, pp. 26-36.
  •  

This Article

Correspondence to

  • Wooseok Ji

  • Department of Mechanical Engineering, Ulsan National Institute of Science and Technology

  • E-mail: wsji@unist.ac.kr