Modelling and Characterization of Basalt/Vinyl Ester/SiC Micro- and Nano-hybrid Biocomposites Properties Using Novel ANN–GA Approach

1. Ming, C., Xian, Z., Baozhong, S., Hitoshi, T., Geoffrey, I. N. W., & Yan, L. (2022). Durable mechanical properties of unidirectional flax fiber/phenolic composites under hydrothermal aging. Composites Science and Technology, 220, 109264. https://doi.org/10.1016/j.compscitech.2022.10926410.1016/j.compscitech.2022.109264 ↗

2. Sajin, J. B., Christu, P. R., Binoj, J. S., Brailson, B. M., Gerald, A. S. M., Kheng, L. G., Rimal, R. S. I., & Senthil, S. M. S. (2022). Impact of fiber length on mechanical, morphological and thermal analysis of chemical treated jute fiber polymer composites for sustainable applications. Current Research in Green and Sustainable Chemistry, 5, e100241. https://doi.org/10.1016/j.crgsc.2021.10024110.1016/j.crgsc.2021.100241 ↗

3. Hariharan, G., Krishnamachary, P. C., Binoj, J. S., & Brailson Mansingh, B. (2023). Influence of SiC nanoparticles reinforcement in areca/tamarind hybrid biopolymer composites: Thermo-mechanical, tribological and morphological features. Journal of Bionic Engineering, 20, 1723–1736. https://doi.org/10.1007/s42235-023-00341-110.1007/s42235-023-00341-1 ↗

4. Tolera, A. N., Yusuf, P., & Ali, K. (2021). Effect of compatibilizer and fiber loading on ensete fiber-reinforced HDPE green composites: Physical, mechanical, and morphological properties. Composites Science and Technology, 213, 108937. https://doi.org/10.1016/j.compscitech.2021.10893710.1016/j.compscitech.2021.108937 ↗

5. Monzure, K. K., Fadwa, E., & Mahdi, E. (2020). Predictive ANN models for varying filler content for cotton fiber/PVC composites based on experimental load displacement curves. Composite Structures, 254, 112885. https://doi.org/10.1016/j.compstruct.2020.11288510.1016/j.compstruct.2020.112885 ↗

6. Brailson, B. M., Binoj, J. S., Shukur, A. H., Mariatti, M., Suchart, S., Sanjay, M. R., & Bharath, K. N. (2021). Characterization of natural cellulosic fiber from Cocos nucifera peduncle for sustainable biocomposites. Journal of Natural Fibers, 19(14), 9373–9383. https://doi.org/10.1080/15440478.2021.198282710.1080/15440478.2021.1982827 ↗

7. Boon, Y. D., Joshi, S. C., Bhudolia, S. K., & Gohel, G. (2020). Recent advances on the design automation for performance-optimized fiber reinforced polymer composite components. Journal of Composites Science, 4(2), 61–77. https://doi.org/10.3390/jcs402006110.3390/jcs4020061 ↗

8. Vardai, R., Lummerstorfer, T., Pretschuh, C., Jerabek, M., Gahleitner, M., Faludi, G., Móczó, J., & Pukánszky, B. (2021). Improvement of the impact resistance of natural fiber–reinforced polypropylene composites through hybridization. Polymers Advanced Technologies, 32(6), 2499–2507. https://doi.org/10.1002/pat.528010.1002/pat.5280 ↗

9. Lin, F., Sivakumar, D. M., Chen, W. P., & Nadlene, R. (2020). Mechanical properties and water absorption of kenaf/pineapple leaf fiber-reinforced polypropylene hybrid composites. Polymer Composites, 41(4), 1255–1264. https://doi.org/10.1002/pc.2545110.1002/pc.25451 ↗

10. Brailson, B. M., Binoj, J. S., Prem, S. N., Shukur, A. H., Suchart, S., Sanjay, M. R., & Liu, Y. C. (2021). Sustainable development in utilization of Tamarindus indica L. and its by-products in industries: A review. Current Research in Green and Sustainable Chemistry, 4, e100207. https://doi.org/10.1016/j.crgsc.2021.10020710.1016/j.crgsc.2021.100207 ↗

11. Shukur, A. H., Binoj, J. S., Kheng, L. G., Brailson, B. M., Varaprasad, K. C., Yazid, M. Y., Faten, E. C. O., Usaid, A., Didik, N., Mujiyono, & Wulandari, A. P. (2022). Effect of fiber stacking sequence and orientation on quasi- static indentation properties of sustainable hybrid carbon/ramie fiber epoxy composites. Current Research in Green and Sustainable Chemistry, 5, e100284. https://doi.org/10.1016/j.crgsc.2022.10028410.1016/j.crgsc.2022.100284 ↗

12. Patrick, E. I., & Tien, C. J. (2020). Mechanical and water absorption behaviour of potassium permanganate (KMnO4) treated plantain (Musa paradisiacal) fiber/epoxy bio-composites. Journal of Materials Research and Technology, 9(4), 8705–8713. https://doi.org/10.1016/j.jmrt.2020.05.12110.1016/j.jmrt.2020.05.121 ↗

13. Vinod, A., Sanjay, M. R., & Suchart, S. (2021). Fatigue and thermo-mechanical properties of chemically treated Morinda citrifolia fiber-reinforced bio-epoxy composite: A sustainable green material for cleaner production. Journal of Cleaner Production, 326, 129411. https://doi.org/10.1016/j.jclepro.2021.12941110.1016/j.jclepro.2021.129411 ↗

14. Asim, M., Jawaid, M. H. F., & Alothman, O. Y. (2021). Effect of surface modified date palm fibre loading on mechanical, thermal properties of date palm reinforced phenolic composites. Composite Structures, 267, 113913. https://doi.org/10.1016/j.compstruct.2021.11391310.1016/j.compstruct.2021.113913 ↗

15. Thooyavan, Y., Kumaraswamidhas, L. A., Edwin Raj, R., Binoj, J. S., & Brailson, B. M. (2022). Failure analysis of basalt bidirectional mat reinforced micro/nano SiC particle filled vinyl ester polymer composites. Engineering Failure Analysis, 136, 106227. https://doi.org/10.1016/j.engfailanal.2022.10622710.1016/j.engfailanal.2022.106227 ↗

16. Binoj, J. S., Manikandan, N., Brailson, B. M., Anbazhagan, V. N., Bharathiraja, G., Suchart, S., Sanjay, M. R., & Indran, S. (2022). Taguchi’s optimization of areca fruit husk fiber mechanical properties for polymer composite applications. Fibers and Polymers, 23, 3207–3213. https://doi.org/10.1007/s12221-022-0365-210.1007/s12221-022-0365-2 ↗

17. Vishnu, P., Ajil, J., Venkatachalam, G., Narayanan, S., & Rajakumar, S. (2014). Finite element analysis of jute and banana fibre reinforced hybrid polymer matrix composite and optimization of design parameters using ANOVA technique. Procedia Engineering, 97, 1116–1125. https://doi.org/10.1016/j.proeng.2014.12.39010.1016/j.proeng.2014.12.390 ↗

18. Adesina, O. T., Jamiru, T., Daniyan, I. A., Sadiku, E. R., Ogunbiyi, O. F., Adesina, O. S., & Beneke, L. W. (2020). Mechanical property prediction of SPS processed GNP/PLA polymer nanocomposite using artificial neural network. Cogent Engineering., 7(1), 1720894. https://doi.org/10.1080/23311916.2020.172089410.1080/23311916.2020.1720894 ↗

19. Sumesh, K. R., & Kanthavel, K. (2020). Optimizing various parameters influencing mechanical properties of banana/coir natural fiber composites using grey relational analysis and artificial neural network models. Journal of Industrial Textiles, 51(4), 6705–6727. https://doi.org/10.1177/152808372093030410.1177/1528083720930304 ↗

20. Maridass, B., Marissa, A. P., Zhen, X. Z., Sung, H. L., Xin, Z. X., & Jin, K. K. (2008). Prediction and optimization of mechanical properties of polypropylene/waste tire powder blends using a hybrid artificial neural network-genetic algorithm. Journal of Thermoplastic Composite Materials, 21, 51–69. https://doi.org/10.1177/089270570708454310.1177/0892705707084543 ↗

21. Brailson, B. M., Binoj, J. S., Quan, Z. T., Wong, W. L. E., Taweechai, A., Shukur, A. H., & Kheng, L. G. (2022). Comprehensive characterization of raw and treated pineapple leaf fiber/PLA green composites manufactured by 3D printing technique. Polymer Composites, 43(9), 6051–6061. https://doi.org/10.1002/pc.2690610.1002/pc.26906 ↗

22. Sathees, S. K., & Mugesh, V. R. (2021). Processing and determination of mechanical properties of Prosopis juliflora bark, banana and coconut fiber reinforced hybrid bio composites for an engineering field. Composites Science and Technology, 208, 108695. https://doi.org/10.1016/j.compscitech.2021.10869510.1016/j.compscitech.2021.108695 ↗

23. Karthik, K., Jayavelu, U. P., Binoj, J. S., & Brailson, B. M. (2022). Effect of stacking sequence and SiC nanoparticles on properties of carbon/glass/kevlar fiber reinforced hybrid polymer composites. Polymer Composites, 43(9), 6096–6105. https://doi.org/10.1002/pc.2691210.1002/pc.26912 ↗

24. Samouh, Z. M. K., Boussu, F., Omar, C., & Reddad, E. M. (2019). Mechanical and thermal characterization of sisal fiber reinforced polylactic acid composites. Polymers Advanced Technologies, 30(3), 529–537. https://doi.org/10.1002/pat.448810.1002/pat.4488 ↗

25. Umar, A. H., Shukur, A. H., Uzir, M. W., Binoj, J. S., Brailson, B. M., & Kheng, L. G. (2022). Experimentation, optimization and predictive analysis of compressive behavior of montmorillonite nano-clay/unsaturated polyester composites. Polymer Composites. https://doi.org/10.1002/pc.2704110.1002/pc.27041 ↗

26. Xuejun, C., Jianhui, L., Lichun, M., Xingong, W., Yawen, Z., Xiaoyun, W., & Guangshun, W. (2020). Grafting of the hierarchical natural tannic acid and polyethyleneimine on to carbon fiber for significantly improved surface/interface properties. Polymers Advanced Technologies, 31(12), 3126–3133. https://doi.org/10.1002/pat.503710.1002/pat.5037 ↗

27. Binoj, J. S., Edwin Raj, R., Sreenivasan, V. S., & Rexin, T. G. (2016). Morphological, physical, mechanical, chemical and thermal characterization of sustainable Indian areca fruit husk fibers (Areca catechu L.) as potential alternate for hazardous synthetic fibers. Journal of Bionic Engineering, 13, 156–165. https://doi.org/10.1016/S1672-6529(14)60170-010.1016/S1672-6529(14)60170-0 ↗

28. Samal, A., Kumar, S., Bhargava, M., & Roy, B. S. (2023). Fabrication and characterization of banana pseudo stem fibre reinforced epoxy hybrid composite using Al2O3 as filler. Journal of Bionic Engineering, 20, 1737–1746. https://doi.org/10.1007/s42235-023-00331-310.1007/s42235-023-00331-3 ↗

29. Martin, T. G. A. S., Binoj, J. S., Brailson, B. M., & Justin, A. B. S. (2022). Physico-chemical properties of alkali treated cellulosic fibers from fragrant screw pine prop root. Journal of Natural Fibers, 20(1), 2129897. https://doi.org/10.1080/15440478.2022.212989710.1080/15440478.2022.2129897 ↗

30. Thooyavan, Y., Kumaraswamidhas, L. A., Edwin Raj, R., Binoj, J. S., & Brailson, B. M. (2022). Effect of combined micro and nano SiC particles addition on mechanical, wear and moisture absorption features of basalt bidirectional mat/vinyl ester composites. Polymer Composites, 43(5), 2574–2583. https://doi.org/10.1002/pc.2655710.1002/pc.26557 ↗

31. Mikhail, V. B., & Alexander, V. E. (2021). Mechanical properties of carbon-fiber-reinforced epoxy composites modified by carbon micro and nano fillers. Polymer Composites, 42(9), 4265–4276. https://doi.org/10.1002/pc.2614410.1002/pc.26144 ↗

32. Pietro, M., Firmo, P. J., Correia, R. J., & Eloísa, C. (2022). Influence of elevated temperatures on the mechanical properties of glass fibre reinforced polymer laminates produced by vacuum infusion. Construction and Building Materials, 345, 128340. https://doi.org/10.1016/j.conbuildmat.2022.12834010.1016/j.conbuildmat.2022.128340 ↗

33. Loganathan, T. M., Sultan, M. T. H., Jawaid, M., Shah, A. U., Ahsan, Q., Mariapan, M., & Bin Abdul Majid, M. S. (2020). Physical, thermal and mechanical properties of areca fibre reinforced polymer composites-An overview. Journal of Bionic Engineering, 17, 185–205. https://doi.org/10.1007/s42235-020-0015-610.1007/s42235-020-0015-6 ↗

34. Xiong, T., Wang, N., Liao, J., & Zhang, Y. (2021). Modified boron nitride-basalt fiber/epoxy resin composite laminates and their enhanced mechanical properties. Polymers Advanced Technologies, 32(9), 3621–3632. https://doi.org/10.1002/pat.537010.1002/pat.5370 ↗

35. Chun, W., Wang, W., Hongxia, L., Aimiao, Q., Chuanbai, Y., & Wang, B. (2017). Mechanical properties of phenol/formaldehyde resin composites reinforced by cellulose microcrystal with different aspect ratio extracted from sisal fiber. Polymers Advanced Technologies, 28(8), 1013–1019. https://doi.org/10.1002/pat.383110.1002/pat.3831 ↗

36. Kayaroganam, P., & Vijayakumar, S. (2019). Bio caryota fiber reinforced polymer composites: Mechanical properties and vibration behavior analysis. Journal of Bionic Engineering, 16, 480–491. https://doi.org/10.1007/s42235-019-0039-y10.1007/s42235-019-0039-y ↗

37. Brailson, B. M., Binoj, J. S., Anbazhagan, V. N., Shukur, A. H., Kheng, L. G., Suchart, S., Sanjay, M. R., Mariatti, M., & Liu, Y. C. (2022). Characterization of Cocos nucifera L peduncle fiber reinforced polymer composites for lightweight sustainable applications. Journal of Applied Polymer Science, 139(22), e52245. https://doi.org/10.1002/app.5224510.1002/app.52245 ↗

38. Baptiste, P. R., Madeline, V., Matthieu, T., Michel, B., Frédéric, R., & Michel, N. (2021). Design of experience to evaluate the interfacial compatibility on high tenacity viscose fibers reinforced polyamide-6 composites. Composites Science and Technology, 203, 108615. https://doi.org/10.1016/j.compscitech.2020.10861510.1016/j.compscitech.2020.108615 ↗

39. Jichong, W., Helezi, Z., Zhengkun, L., Xiongqi, P., & Huaming, Z. (2022). Statistical modelling of tensile properties of natural fiber yarns considering probability distributions of fiber crimping and effective yarn elastic modulus. Composites Science and Technology, 218, 109142. https://doi.org/10.1016/j.compscitech.2021.10914210.1016/j.compscitech.2021.109142 ↗

40. Asim, M., Jawaid, M., Fouad, H., & Alothman, O. Y. (2021). Effect of surface modified date palm fiber loading on mechanical, thermal properties of date palm reinforced phenolic composites. Composite Structures, 267, 113913. https://doi.org/10.1016/j.compstruct.2021.11391310.1016/j.compstruct.2021.113913 ↗

41. Junjie, X., Xiaolong, H., Tang, W., Haiyang, Z., Chen, L., Chuigen, G., Qingwen, W., & Rongxian, O. (2021). Mechanical properties, morphology, and creep resistance of ultra-highly filled bamboo fiber/polypropylene composites: Effects of filler content and melt flow index of polypropylene. Construction and Building Materials, 310, 125289. https://doi.org/10.1016/j.conbuildmat.2021.12528910.1016/j.conbuildmat.2021.125289 ↗

42. Francesco, B., Carmelo, M., & Bernardo, Z. (2022). Mode I translaminar fracture toughness of high performance laminated biocomposites reinforced by sisal fibers: Accurate measurement approach and lay-up effects. Composites Science and Technology, 217, 109089. https://doi.org/10.1016/j.compscitech.2021.10908910.1016/j.compscitech.2021.109089 ↗