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Research Article

Modeling Moisture Absorption of Flax/Sisal Reinforced Hybrid Biocomposites Using Fick’s and ANN Methods

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References

  • Adda, B., A. Belaadi, M. Boumaaza, and M. Bourchak. 2021. Experimental investigation and optimization of delamination factors in the drilling of jute fiber–reinforced polymer biocomposites with multiple estimators. International Journal of Advanced Manufacturing Technology 116 (9):2885–14. doi:10.1007/s00170-021-07628-9.
  • Adeniyi, A. G., J. O. Ighalo, and G. Marques. 2021. Utilisation of machine learning algorithms for the prediction of syngas composition from biomass bio-oil steam reforming. International Journal of Sustainable Energy 40 (4):310–25. doi:10.1080/14786451.2020.1803862.
  • Belaadi, A., S. Amroune, and M. Bourchak. 2019. Effect of Eco-FRiendly chemical sodium bicarbonate treatment on the mechanical properties of flax fibres: Weibull statistics. International Journal of Advanced Manufacturing Technology 106 (5–6):1753–74. https://doi.org/10.1007/s00170-019-04628-8.
  • A. Belaadi, A. Bezazi, M. Bourchak, F. Scarpa, Tensile static and fatigue behaviour of sisal fibres, Mater. Des. 46 (2013). https://doi.org/10.1016/j.matdes.2012.09.048.
  • Belaadi, A., M. Boumaaza, S. Amroune, and M. Bourchak. 2020. Mechanical characterization and optimization of delamination factor in drilling bidirectional jute fibre-reinforced polymer biocomposites. International Journal of Advanced Manufacturing Technology 111 (7–8):2073–94. doi:10.1007/s00170-020-06217-6.
  • Belaadi, A., H. Laouici, and M. Bourchak. 2020. Mechanical and drilling performance of short jute fibre-reinforced polymer biocomposites: Statistical approach. International Journal of Advanced Manufacturing Technology 106 (5–6):1–18. doi:https://doi.org/10.1007/s00170-019-04761-4.
  • Benzannache, N., A. Belaadi, M. Boumaaza, and M. Bourchak. 2021. Improving the mechanical performance of biocomposite plaster/Washingtonian filifera fibres using the RSM method. Journal of Building Engineering 33:101840. doi:https://doi.org/10.1016/j.jobe.2020.101840.
  • Boopalan, M., M. Niranjanaa, and M. J. Umapathy. 2013. Study on the mechanical properties and thermal properties of Jute and Banana fiber reinforced epoxy hybrid composites. Composites Part B: Engineering 51:54–57. doi:10.1016/j.compositesb.2013.02.033.
  • Boumaaza, M., A. Belaadi, and M. Bourchak. 2021a. The effect of alkaline treatment on mechanical performance of natural fibers-reinforced plaster: Optimization using RSM. Journal of Natural Fibers 18 (12):2220–40. doi:10.1080/15440478.2020.1724236.
  • Boumaaza, M., A. Belaadi, and M. Bourchak. 2021b. The effect of alkaline treatment on mechanical performance of natural fibers-reinforced plaster: Part II optimization comparison between ANN and RSM statistics. Journal of Natural Fibers: 1–16, August. doi:10.1080/15440478.2021.1964129.
  • Boumaaza, M., A. Belaadi, M. Bourchak, M. Jawaid, and S. Hamid. 2022. Comparative study of flexural properties prediction of Washingtonia Filifera Rachis biochar bio-mortar by ANN and RSM models. Construction and Building Materials 318:125985. doi:10.1016/j.conbuildmat.2021.125985.
  • Célino, A., S. Fréour, F. Jacquemin, and P. Casari. 2014. ThE hygroscopic behavior of plant fibers: A review. Frontiers in Chemistry 1. doi:https://doi.org/10.3389/fchem.2013.00043.
  • Chen, H., M. Miao, and X. Ding. 2009. Influence of moisture absorption on the interfacial strength of Bamboo/Vinyl ester composites. Composites: Part A, Applied Science and Manufacturing 40 (12):2013–19. doi:10.1016/j.compositesa.2009.09.003.
  • Cherief, M., A. Belaadi, M. Bouakba, M. Bourchak, and I. Meddour. 2020. Behaviour of lignocellulosic fibre-reinforced cellular core under low-velocity impact loading: Taguchi method. International Journal of Advanced Manufacturing Technology 108 (1–2):223–33. doi:https://doi.org/10.1007/s00170-020-05393-9.
  • Cherief, M., A. Belaadi, M. Boumaaza, and M. Bourchak. 2021. The effect of geometry on the flexural properties of cellular structures reinforced with natural fibres: Statistical approach. Journal of Natural Fibers 1–15. doi:10.1080/15440478.2021.1964134.
  • Cherif, Z. E., C. Poilâne, A. Vivet, B. Ben Doudou, and J. Chen. 2016. About optimal architecture of plant fibre textile composite for mechanical and sorption properties. Composite Structures 140:240–51. doi:10.1016/j.compstruct.2015.12.030.
  • Coniglio, N., K. Nguyen, R. Kurji, and E. Gamboa. 2013. Characterizing water sorption in 100% solids epoxy coatings. Progress in Organic Coatings 76 (9):1168–77. doi:10.1016/j.porgcoat.2013.03.011.
  • Couture, A., G. Lebrun, and L. Laperrière. 2016. Mechanical Properties of Polylactic Acid (PLA) composites reinforced with unidirectional flax and flax-paper layers. Composite Structures 154:286–95. doi:10.1016/j.compstruct.2016.07.069.
  • Das, O., K. Babu, V. Shanmugam, K. Sykam, M. Tebyetekerwa, R. E. Neisiany, M. Försth, G. Sas, J. Gonzalez-Libreros, A. J. Capezza, et al. 2022. Natural and industrial wastes for sustainable and renewable polymer composites. Renewable and Sustainable Energy Reviews 158:112054. doi:https://doi.org/10.1016/j.rser.2021.112054.
  • Dhakal, H. N., Z. Y. Zhang, and M. O. W. Richardson. 2007. Effect of water absorption on the mechanical properties of hemp fibre reinforced unsaturated polyester composites. Composites Science and Technology 67 (7–8):1674–83. doi:10.1016/j.compscitech.2006.06.019.
  • El Hajj, N., R. M. Dheilly, A. Goullieux, Z. Aboura, M. L. Benzeggagh, and M. Quéneudec. 2012. Innovant Agromaterials Formulated with Flax Shaves and Proteinic Binder: Process and Characterization. Composites Part B: Engineering 43 (2):381–90. doi:10.1016/j.compositesb.2011.05.022.
  • Fick, A. 1995. On liquid diffusion. Journal of Membrane Science 100 (1):33–38. doi:10.1016/0376-7388(94)00230-V.
  • Gourier, C., A. Le Duigou, A. Bourmaud, and C. Baley. 2014. MechanicaL analysis of elementary flax fibre tensile properties after different thermal cycles. Composites: Part A, Applied Science and Manufacturing 64:159–66. doi:10.1016/j.compositesa.2014.05.006.
  • Ighalo, J. O., C. A. Igwegbe, A. G. Adeniyi, and S. A. Abdulkareem. 2021. Artificial neural network modeling of the water absorption behavior of plantain peel and bamboo fibers reinforced polystyrene composites. Journal of Macromolecular Science, Part B 60 (7):472–84. doi:10.1080/00222348.2020.1866282.
  • Kazi, M. K., F. Eljack, and E. Mahdi. 2020. Optimal filler content for cotton fiber/PP composite based on mechanical properties using artificial neural network. Composite Structures 251:112654. doi:10.1016/j.compstruct.2020.112654.
  • Komuraiah, A., N. S. Kumar, and B. D. Prasad. 2014. Chemical composition of natural fibers and its influence on their mechanical properties. Mechanics of Composite Materials 50 (3):359–76. doi:10.1007/s11029-014-9422-2.
  • Liu, W., T. Chen, M. Fei, R. Qiu, D. Yu, T. Fu, and J. Qiu. 2019. Properties of natural fiber-reinforced biobased thermoset biocomposites: Effects Of fiber type and resin composition. Composites Part B: Engineering 171:87–95. doi:10.1016/j.compositesb.2019.04.048.
  • Macedo, M. N. Q., J. J. M. Galo, L. A. L. de Almeida, and A. C. de C Lima. 2015. Demand side management using artificial neural networks in a smart grid environment. Renewable and Sustainable Energy Reviews 41:128–33. doi:10.1016/j.rser.2014.08.035.
  • Mokhothu, T. H., and M. J. John. 2015. Review on hygroscopic aging of cellulose fibres and their biocomposites. Carbohydrate Polymers 131:337–54. doi:10.1016/j.carbpol.2015.06.027.
  • Monti, A., A. El Mahi, Z. Jendli, and L. Guillaumat. 2017. Experimental and finite elements analysis of the vibration behaviour of a bio-based composite Sandwich Beam. Composites Part B: Engineering 110:466–75. doi:10.1016/j.compositesb.2016.11.045.
  • Ozsahin, S., and I. Aydin. 2014. Prediction of the optimum veneer drying temperature for good bonding in plywood manufacturing by means of artificial neural network. Wood Science and Technology 48 (1):59–70. doi:10.1007/s00226-013-0583-2.
  • Panthapulakkal, S., and M. Sain. 2007. Studies on the water absorption properties of short hemp—glass fiber hybrid polypropylene composites. Journal of Composite Materials 41 (15):1871–83. doi:10.1177/0021998307069900.
  • Rangappa, S. M., S. Siengchin, J. Parameswaranpillai, M. Jawaid, and T. Ozbakkaloglu. 2022. Lignocellulosic fiber reinforced composites: ProgresS, performance, properties, applications, and future perspectives. Polymer Composites 43 (2):645–91. doi:10.1002/pc.26413.
  • Safa, M., and S. Samarasinghe. 2011. Determination and modelling of energy consumption in wheat production using neural networks: ‘A case study in Canterbury Province, New Zealand’. Energy 36 (8):5140–47. doi:10.1016/j.energy.2011.06.016.
  • Sanjay, M. R., S. Siengchin, J. Parameswaranpillai, M. Jawaid, C. I. Pruncu, and A. Khan. 2019. A comprehensive review of techniques for natural fibers as reinforcement in composites: Preparation, processing and characterization. Carbohydrate Polymers 207:108–21. doi:10.1016/j.carbpol.2018.11.083.
  • Scida, D., M. Assarar, C. Poilâne, and R. Ayad. 2013. Influence of hygrothermal ageing on the damage mechanisms of flax-fibre reinforced epoxy composite. Composites Part B: Engineering 48 (May):51–58. doi:10.1016/j.compositesb.2012.12.010.
  • Sekar, S., S. Kumar, S. Vigneshwaran, and G. Velmurugan. 2022. Evaluation of mechanical and water absorption behavior of natural fiber-reinforced hybrid biocomposites. Journal of Natural Fibers 19 (5):1772–82. doi:10.1080/15440478.2020.1788487.
  • Sekar, S., V. Shanmugam, S. Kumar, V. Ganesan, G. Sas, D. J. Johnson, and M. Shanmugam. 2021. Effects of water absorption on the mechanical properties of hybrid natural fibre/phenol formaldehyde composites. Scientific Reports 11 (1):13385. doi:10.1038/s41598-021-92457-9.
  • Tabet, Z., A. Belaadi, M. Boumaaza, and M. Bourchak. 2021. Drilling of a bidirectional Jute fibre and cork-reinforced polymer biosandwich structure : ANN and RSM approaches for modelling and optimization. International Journal of Advanced Manufacturing Technology 117 (11–12):3819–39. doi:https://doi.org/10.1007/s00170-021-07679-y.
  • Vigneshwaran, S., R. Sundarakannan, K. M. John, R. Deepak Joel Johnson, K. Arun Prasath, S. Ajith, V. Arumugaprabu, and M. Uthayakumar. 2020. Recent advancement in the natural fiber polymer composites: A comprehensive review. Journal of Cleaner Production 277:124109. doi:https://doi.org/10.1016/j.jclepro.2020.124109.
  • Vinod, A., J. Tengsuthiwat, Y. Gowda, R. Vijay, M. R. Sanjay, S. Siengchin, and H. Nath Dhakal. 2022. Jute/Hemp bio-epoxy hybrid bio-composites: Influence of stacking sequence on adhesion of fiber-matrix. International Journal of Adhesion and Adhesives 113:103050. doi:10.1016/j.ijadhadh.2021.103050.
  • Wang, X., Y. Li, Y. Yan, E. Wright, N. Gao, and G. Chen. 2020. Prediction on the viscosity and thermal conductivity of Hfc/Hfo Refrigerants with artificial neural network models. International Journal of Refrigeration 119:316–25. doi:10.1016/j.ijrefrig.2020.07.006.
  • Watanabe, K., Y. Matsushita, I. Kobayashi, and N. Kuroda. 2013. Artificial neural network modeling for predicting final moisture content of individual Sugi (Cryptomeria Japonica) samples during air-drying. Journal of Wood Science 59 (2):112–18. doi:10.1007/s10086-012-1314-2.
  • Yorseng, K., S. M. Rangappa, H. Pulikkalparambil, S. Siengchin, and J. Parameswaranpillai. 2020. Accelerated weathering studies of Kenaf/Sisal fiber fabric reinforced fully biobased hybrid bioepoxy composites for semi-structural applications: Morphology, thermo-mechanical, water absorption behavior and surface hydrophobicity. Construction and Building Materials 235:117464. doi:10.1016/j.conbuildmat.2019.117464.