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Mechanical Engineering

DOE coupled MLP-ANN for optimization of thrust force and torque during drilling of CCFRP composite laminates

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Article: 2319397 | Received 27 Sep 2023, Accepted 12 Feb 2024, Published online: 05 Mar 2024

References

  • Arola, D., Sultan, M. B., & Ramulu, M. (2002). Finite element modeling of edge trimming fiber reinforced plastics. Journal of Manufacturing Science and Engineering, 124(1), 32–41., https://doi.org/10.1115/1.1413775
  • Anarghya, A., Harshith, D. N., Rao, N., Nayak, N. S., Gurumurthy, B. M., Abhishek, V. N., & Patil, I. G. S. (2018). Thrust and torque force analysis in the drilling of aramid fibre-reinforced composite laminates using RSM and MLPNN-GA. Heliyon, 4(7), e00703. https://doi.org/10.1016/j.heliyon.2018.e00703
  • Arputhabalan, J., S, P., K, P., S, V., & K, V. (2019). Assay of machining attributes in drilling of natural hybrid fiber reinforced polymer composite. Materials Today Proceedings, 16, 1097–1105. https://doi.org/10.1177/0731684420958103
  • Chegdani, F., & El-Mansori, M. (2018). Friction scale effect in drilling natural fiber composites. Tribology International, 119, 622–630. https://hal.archives-ouvertes.fr/hal-02151230. doi: https://doi.org/10.1016/j.triboint.2017.12.006
  • Debnath, K., Singh, I., & Dvivedi, A. (2017). On the analysis of force during secondary processing of natural fiber‐reinforced composite laminates. Polymer Composites, 38(1), 164–174. https://doi.org/10.1002/pc.23572
  • Derringer, G., & Ronald, S. (1980). Simultaneous optimization of several response variables. Journal of Quality Technology, 12(4), 214–219. https://doi.org/10.1080/00224065.1980.11980968
  • Díaz-Álvarez, A., Rubio-López, Á., Santiuste, C., & Miguélez, M. H. (2018). Experimental analysis of drilling induced damage in biocomposites. Textile Research Journal, 88(22), 2544–2558., https://doi.org/10.1177/0040517517725118
  • Hasan, K. M. F., Horváth, P. G., Bak, M., & Alpár, T. (2021). A state-of-the-art review on coir fiber-reinforced biocomposites. RSC Advances, 11(18), 10548–10571. https://doi.org/10.1039/D1RA00231G
  • Franke, V. (2011). Drilling of long fiber reinforced thermoplastics—influence of the cutting edge on the machining results. CIRP Annals, 60(1), 65–68. https://doi.org/10.1016/j.cirp.2011.03.078
  • Gokul, K., & Rajasekaran, T. (2018). Cutting force analysis on drilling parameters of sugarcane fibre reinforced polymer composite. IOP Conference Series: Materials Science and Engineering, 402, 012183. https://doi.org/10.1088/1757-899X/402/1/012183
  • Hasan, K. M. F., Horváth, P. G., Kóczán, Z., & Alpár, T. (2021). Thermo-mechanical properties of pretreated coir fiber and fibrous chips reinforced multilayered composites. Scientific Reports, 11(1), 3618. https://doi.org/10.1038/s41598-021-83140-0
  • Hegde, A., Shetty, R., Chiniwar, D., Naik, N., & Nayak, M. (2022). Optimization and prediction of mechanical characteristics on vacuum sintered Ti-6Al-4V-SiCp composites using Taguchi’s design of experiments, response surface methodology and random forest regression. Journal of Composites Science, 6(11), 339. https://doi.org/10.3390/jcs6110323
  • Hegde, A., Shetty, R., Naik, N., Murthy, B. R. N., Nayak, M., Kumar, M., & Shanubhogue, D. (2023). Optimization and prediction of thermal conductivity and electrical conductivity of vacuum sintered Ti-6Al-4V-SiC(15 Wt.%) using soft computing techniques. Journal of Composites Science, 7(3), 123.,; https://doi.org/10.3390/jcs7030123
  • Jayabal, S., Natarajan, U., & Sekar, U. (2011). Natarajan and Sekar. The International Journal of Advanced Manufacturing Technology, 55(1-4), 263–273. https://doi.org/10.1177/0892705715575094
  • Karthick, S. R., Londe, N. V., Shetty, R., Nayak, R., & Hedge, A. (2022). Optimization and prediction of hardness, wear and surface roughness on age hardened stellite 6 alloys. Manufacturing Review, 9(2), 10. https://doi.org/10.1051/mfreview/2022008
  • Khashaba, U., Mohamed Abd-Elwahed, S., Mohamed Eltaher, A., Najjar, I., Melaibari, A., & Ahmed, I. K. (2021). Thermo-mechanical and delamination properties in drilling GFRP composites by various drill angles. Polymers, 13(11), 1884. https://doi.org/10.3390/polym13111884
  • Kumar, J., & Kumar, V. R. (2020). Experimental investigations and multiple criteria optimization during milling of Graphene Oxide (GO) doped epoxy/CFRP composites using TOPSIS-AHP hybrid module. FME Transactions, 48(3), 628–635. https://doi.org/10.5937/fme2003628K
  • Kumar, J., Abhishek, K., Xu, J., & Verma, R. K., (2021). Experimental investigation on machine-induced damages during the milling test of graphene/carbon incorporated thermoset polymer nanocomposites. Journal of Composites Science, 6(3), 77. 10.3390/jcs6030077
  • Kumar, J., & Kumar, V. R. (2021). Delamination assessment during machining of laminated polymer nanocomposite. International Journal of Modern Manufacturing Technologies, 13(2), 109–115. 10.54684/ijmmt.2021.13.2.109
  • Kumar, K., Kumar, J., Singh, V. K., & Verma, R. K. (2021). An integrated module for machinability evaluation and correlated response optimization during milling of carbon nanotube/glass fiber modified polymer composites. Multiscale and Multidisciplinary Modeling, Experiments and Design, 4(4), 303–318., 101007/s41939-021-00099-1
  • Kumar, J., Verma, R. K., Mondal, A. K., & Singh, V. K. (2021). A hybrid optimization technique to control the machining performance of graphene/carbon/polymer (epoxy) nanocomposites. Polymers and Polymer Composites, 29(9_suppl), S1168–S1180. https://doi.org/10.1177/09673911211046789
  • Kumar, D. R., Varma, P. S. S. K., & Rao, B. N. (2017). Optimum drilling parameters of coir fiber-reinforced polyester composites. American Journal of Mechanical and Industrial Engineering, 2, 92. https://doi.org/10.11648/j.ajmie.20170202.15
  • Mohan, N. S., Ramachandra, A., & Kulkarni, S. M. (2005). Machining of fiber-reinforced thermoplastics: Influence of feed and drill size on thrust force and torque during drilling. Journal of Reinforced Plastics and Composites, 24(12), 1247–1257. https://doi.org/10.1177/0731684405049865
  • Mishra, L., & Basu, G. (2020). Coconut fibre: Its structure, properties and applications, handbook of natural fibres. India: Woodhead Publishing Series in Textiles. https://doi.org/10.1016/B978-0-12-818398-4.00010-4
  • Murthy, B. R. N., Rodrigues, R. L. L., Sharma, Y. N., & Anjaiah, D. (2010). IEEE Proceedings of 2nd International Conference on Mechanical and Electrical Technology (ICMET) (pp. 87–90). IEE Proceedings.
  • Nasir, A. I., Azmi, T., Lih, C., & Majid, M. S. A. (2019). Critical thrust force and critical feed rate in drilling flax fibre composites: A comparative study of various thrust force models. Composites Part B Engineering, 165, 222–232. https://doi.org/10.1177/0731684420958103
  • Nian, C. Y., Yang, W. H., & Tarng, Y. S. (1999). Optimization of turning operations with multiple performance characteristics. Journal of Materials Processing Technology, 95(1–3), 90–96. https://doi.org/10.1007/s00170-003-1672-4
  • Phadnis, V., Makhdum, F., Roy, R., & Silberschmidt, V. V. (2013). Drilling in carbon/epoxy composites: Experimental investigations and finite element implementation. Composites Part A: Applied Science and Manufacturing, 47, 41–51. https://doi.org/10.1016/j.compositesa.2012.11.020
  • Pramanik, A. l., Zhang, L. C., & Arsecularatne, J. A. (2006). Prediction of cutting forces in machining of metal matrix composites. International Journal of Machine Tools and Manufacture, 46(14), 1795–1803. https://doi.org/10.1016/j.ijmachtools.2005.11.012
  • Rajmohan, T., & Palanikumar, K. (2012). Optimization of machining parameters for surface roughness and burr height in drilling hybrid composites. Materials and Manufacturing Processes, 27(3), 320–328. https://doi.org/10.1007/978-3-030-04290-5_8
  • Rezghi Maleki, H., Hamedi, M., Kubouchi, M., & Arao, Y. (2019). Experimental investigation on drilling of natural flax fiber-reinforced composites. Materials and Manufacturing Processes, 34(3), 283–292. https://doi.org/10.1080/10426914.2018.1532584
  • Sapuan, S. M., Tamrin, K. F., Nukman, Y., El-Shekeil, Y. A., Hussin, M. S. A., & Aziz, S. N. A. (2016). Natural Fiber-Reinforced Composites: Types, Development, Manufacturing Process, and Measurement. Comprehensive materials finishing, 203. https://doi.org/10.1016/B978-0-12-803581-8.09183-9
  • Shetty, R., Pai, R., Barboza, A. B. V., & Gandhi, V. P. (2018). Processing, mechanical charaterization and its tribological study of discontinously reinforced Caryota Urens Fibre Polyester composites. ARPN Journal of Engineering and Applied Sciences, 13, 3920–3928.
  • Shetty, R., Barboza, A. B. V., & Nayak, R. (2019). Mechanical and machinability study on discontinuously reinforced sisal fibre polyester composite laminates. Materials Research Express, 6(10), 105370. https://doi.org/10.1088/2053-1591/ab366
  • Shetty, R., Pai, R., Rao, S., Nayak, R., & Braz, J. (2009). Society of Mechanical Sciences and Engineering, 31(1), 12–20. https://doi.org/10.1590/S1678-58782009000100003
  • Shetty, R., Kumar, S., Mallagi, R., & Keni, L. (2020). L 16 orthogonal array-based three-dimensional finite element modeling for cutting force and chip formation analysis during dry machining of Ti–6Al–4V. Journal of Advanced Manufacturing Systems, 20(01), 123–134. https://doi.org/10.1142/S0219686721500074
  • Singh, I., & Bhatnagar, N. (2006). Drilling of uni-directional glass fiber reinforced plastic (UD-GFRP) composite laminates. The International Journal of Advanced Manufacturing Technology, 27(9-10), 870–876. https://doi.org/10.1007/s00170-004-2280-7
  • Singh, Y., Singh, J., Sharma, S., Lam, T.-D., & Nguyen, D.-N. (2020). Fabrication and characterization of coir/carbon-fiber reinforced epoxy based hybrid composite for helmet shells and sports-good applications: influence of fiber surface modifications on the mechanical, thermal and morphological properties. J. Materials Research Technology, 9(6), 15593–15603. https://doi.org/10.1016/j.jmrt.2020.11.023
  • Valarmathi, T. N., Palanikumar, K., & Latha, B. (2013). Measurement and analysis of thrust force in drilling of particle board (PB) composite panels. Measurement, 46(3), 1220–1230. https://doi.org/10.1016/j.measurement.2012.11.024