Effect of Water Absorption on the Behavior of Jute and Sisal Fiber Biocomposites at Different Lengths: ANN and RSM Modeling

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):2885–19. doi:10.1007/s00170-021-07628-9.
   Web of Science ®Google Scholar
• Adeniyi, A. A., 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.
   Web of Science ®Google Scholar
• Aggarwal, P. K., N. Raghu, A. Karmarkar, and S. Chuahan. 2013. Jute-polypropylene composites using m-TMI-grafted-polypropylene as a coupling agent. Materials & Design 43:112–17. doi:10.1016/j.matdes.2012.06.026.
   Web of Science ®Google Scholar
• Alamri, H., and I. M. Low. 2013. Effect of water absorption on the mechanical properties of nanoclay filled recycled cellulose fibre reinforced epoxy hybrid nanocomposites. Composites Part A, Applied Science and Manufacturing 44 (1):23–31. doi:10.1016/j.compositesa.2012.08.026.
   Google Scholar
• Athijayamani, A., M. Thiruchitrambalam, U. Natarajan, and B. Pazhanivel. 2009. Effect of moisture absorption on the mechanical properties of randomly oriented natural fibers/polyester hybrid composite. Materials Science and Engineering A 517 (1–2):344–53. doi:10.1016/j.msea.2009.04.027.
   Web of Science ®Google Scholar
• Belaadi, A., S. Amroune, Y. Seki, O. Y. Keskin, S. Köktaş, M. Bourchak, A. Dufresne, H. Fouad, and M. Jawaid. 2022. Extraction and characterization of a new lignocellulosic fiber from Yucca Treculeana L. Leaf as potential reinforcement for industrial biocomposites. Journal of Natural Fibers, March 1–16. doi:10.1080/15440478.2022.2054895.
   Web of Science ®Google Scholar
• 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.
   Web of Science ®Google Scholar
• 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. doi:10.1016/j.jobe.2020.101840.
   Google Scholar
• Boumaaza, M., A. Belaadi, and M. Bourchak. 2021. 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, August 1–16. doi:10.1080/15440478.2021.1964129.
   Google Scholar
• Boumaaza, M., A. Belaadi, and M. Bourchak. 2022a. 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.
   Web of Science ®Google Scholar
• Boumaaza, M., A. Belaadi, and M. Bourchak. 2022b. Systematic review on reinforcing mortars with natural fibers: Challenges of environment-friendly option. Journal of Natural Fibers 1–25. doi:10.1080/15440478.2022.2060408.
   Web of Science ®Google Scholar
• Boumaaza, M., A. Belaadi, M. Bourchak, M. Jawaid, and H. Satha. 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.
   Web of Science ®Google Scholar
• Célino, A., S. Fréour, F. Jacquemin, and P. Casari. 2014. The hygroscopic behavior of plant fibers: A review. Frontiers in Chemistry. doi:10.3389/fchem.2013.00043.
   PubMed Web of Science ®Google Scholar
• 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.
   Web of Science ®Google Scholar
• 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 108:223–33. doi:10.1007/s00170-020-05393-9.
   Web of Science ®Google Scholar
• Chianelli-Junior, R., J. M. L. D. Reis, J. L. Cardoso, and P. F. Castro. 2013. Mechanical characterization of Sisal fiber-reinforced recycled HDPE composites. Materials Research 16:1393–97. doi:10.1590/S1516-14392013005000128.
   Web of Science ®Google Scholar
• Chow, C. P. L., X. S. Xing, and R. K. Y. Li. 2007. Moisture absorption studies of sisal fibre reinforced polypropylene composites. Composites Science and Technology 67 (2):306–13. doi:10.1016/j.compscitech.2006.08.005.
   Web of Science ®Google Scholar
• Dembri, I., A. Belaadi, M. Boumaaza, and M. Bourchak. 2022. Tensile behavior and statistical analysis of Washingtonia filifera fibers as potential reinforcement for industrial polymer biocomposites. Journal of Natural Fibers, May 1–16. doi:10.1080/15440478.2022.2069189.
   Google Scholar
• DeMuth, P. C., Y. Min, B. Huang, J. A. Kramer, A. D. Miller, D. H. Barouch, P. T. Hammond, and D. J. Irvine. 2013. Polymer multilayer tattooing for enhanced DNA vaccination. Nature Materials 12 (4):367–76. doi:10.1038/nmat3550.
   PubMed Web of Science ®Google Scholar
• Dittenber, D. B., and H. V. S. Gangarao. 2012. Critical review of recent publications on use of natural composites in infrastructure. Composites Part A, Applied Science and Manufacturing 43 (8):1419–29. doi:10.1016/j.compositesa.2011.11.019.
   Web of Science ®Google Scholar
• Duigou, A. L., P. Davies, and C. Baley. 2009. Seawater ageing of flax/poly(Lactic Acid) biocomposites. Polymer Degradation and Stability 94 (7):1151–62. doi:10.1016/j.polymdegradstab.2009.03.025.
   Web of Science ®Google Scholar
• Hossain, M. K., M. W. Dewan, M. Hosur, and S. Jeelani. 2011. Mechanical performances of surface modified Jute Fiber reinforced biopolnanophased green composites. Composites Part B: Engineering 42 (6):1701–07. doi:10.1016/j.compositesb.2011.03.010.
   Web of Science ®Google Scholar
• Ibrahim, I. D., R. E. S. TambaJamiru, W. K. Kupolati, and S. C. Agwuncha. 2017. Dependency of the mechanical properties of sisal fiber reinforced recycled polypropylene composites on fiber surface treatment, fiber content and nanoclay. Journal of Polymers and the Environment 25 (2):427–34. doi:10.1007/s10924-016-0823-2.
   Web of Science ®Google Scholar
• 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. Journal of Macromolecular Science, Part B, Part B 60:1–13. doi:10.1080/00222348.2020.1866282.
   Web of Science ®Google Scholar
• 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.
   Web of Science ®Google Scholar
• Krishnaiah, D., A. Bono, R. Sarbatly, R. Nithyanandam, and S. M. Anisuzzaman. 2015. Optimisation of spray drying operating conditions of Morinda citrifolia L. fruit extract using response surface methodology. Journal of King Saud University-Engineering Sciences 27 (1):26–36. doi:10.1016/j.jksues.2012.10.004.
   Google Scholar
• Lekrine, A., A. Belaadi, A. Makhlouf, S. Amroune, M. Bourchak, H. Satha, and M. Jawaid. 2022. Structural, thermal, mechanical and physical properties of Washingtonia filifera fibres reinforced thermoplastic biocomposites. Materials Today Communications 103574. doi:10.1016/j.mtcomm.2022.103574.
   Web of Science ®Google Scholar
• Makhlouf, A., A. Belaadi, M. Boumaaza, L. Mansouri, M. Bourchak, and M. Jawaid. 2022. Water absorption behavior of jute fibers reinforced HDPE biocomposites: Prediction using RSM and ANN modeling. Journal of Natural Fibers 1–18. doi:10.1080/15440478.2022.2114976.
   Web of Science ®Google Scholar
• Marsh, G. 2003. Next step for automotive materials. Materials Today Today 6 (4):36–43. doi:10.1016/S1369-7021(03)00429-2.
   Google Scholar
• Onu, C. E., J. T. Nwabanne, P. E. Ohale, and C. O. Asadu. 2021. Comparative analysis of RSM, ANN and ANFIS and the mechanistic modeling in eriochrome black-T dye adsorption using modified clay. South African Journal of Chemical Engineering 36:24–42. doi:10.1016/j.sajce.2020.12.003.
   Google Scholar
• Prasanna, V., K. Ramanathan, and V. S. Raman. 2016. Tensile, flexural, impact and water absorption properties of natural fibre reinforced polyester hybrid composites. Fibres and Textiles in Eastern Europe 3 (117):90–94. doi:10.5604/12303666.1196617.
   Google Scholar
• Rajabi, M., P. Zahedi, Z. Hassannejad, and I. Haririan. 2019. Optimization of electrospinning parameters for producing silk fibroin/poly(Ethylene oxide) nanofibers using D-optimal method. Journal of Natural Fibers 16 (8):1113–23. doi:10.1080/15440478.2018.1453431.
   Web of Science ®Google Scholar
• Ramakrishnan, S., K. Krishnamurthy, R. Rajasekar, and G. Rajeshkumar. 2018. An Experimental study on the effect of nano-clay addition on mechanical and water absorption behaviour of jute fibre reinforced epoxy composites. Journal of Industrial Textiles 49 (5):597–620. doi:10.1177/1528083718792915.
   Web of Science ®Google Scholar
• Ramesh, M., K. Palanikumar, and K. H. Reddy. 2013. Mechanical property evaluation of sisal-jute-glass fiber reinforced polyester composites. Composites Part B Engineering 48:1–9. doi:10.1016/j.compositesb.2012.12.004.
   Web of Science ®Google Scholar
• Ramesh, M., K. Palanikumar, and K. H. Reddy. 2016a. Evaluation of mechanical and interfacial properties of sisal/jute/glass hybrid fiber reinforced polymer composites. Transactions of the Indian Institute of Metals 69:1851–59. doi:10.1007/s12666-016-0844-5.
   Web of Science ®Google Scholar
• Ramesh, M., K. Palanikumar, and K. H. Reddy. 2016b. Influence of fiber orientation and fiber content on properties of sisal-jute-glass fiber-reinforced polyester composites. Journal of Applied Polymer Science 133. doi:10.1002/app.42968.
   Web of Science ®Google Scholar
• Salleh, Z., Y. M. Taib, K. M. Hyie, M. Mihat, M. N. Berhan, and M. A. A. Ghani. 2012. Fracture toughness investigation on long kenaf/woven glass hybrid composite due to water absorption effect. Procedia Engineering 41:1667–73. doi:10.1016/j.proeng.2012.07.366.
   Google Scholar
• Sathiyamoorthy, M., and S. Senthilkumar. 2020. Mechanical, thermal, and water absorption behaviour of jute/carbon reinforced hybrid composites. Sādhanā 45 (1):278. doi:10.1007/s12046-020-01514-y.
   Web of Science ®Google Scholar
• 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: Engineering 48:51–58. doi:10.1016/j.compositesb.2012.12.010.
   Web of Science ®Google Scholar
• Summerscales, J., N. P. J. Dissanayake, A. S. Virk, and W. Hall. 2010. A review of bast fibres and their composites. Part 1 - fibres as reinforcements. Composites Part A, Applied Science and Manufacturing 41 (10):1329–35. doi:10.1016/j.compositesa.2010.06.001.
   Web of Science ®Google Scholar
• Venkateshwaran, N., A. ElayaPerumal, A. Alavudeen, and M. Thiruchitrambalam. 2011. Mechanical and water absorption behaviour of banana/sisal reinforced hybrid composites. Materials & Design 32 (7):4017–21. doi:10.1016/j.matdes.2011.03.002.
   Web of Science ®Google Scholar
• 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.
   Google Scholar