Artificial Intelligence and Statistical Analysis -Driven Prediction and Optimization of tensile properties in biomass/resin epoxy composites
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References (65)
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1. New cellulosic fibre from Spathes of male date for lightweight composite materials: extraction and characterization10.1016/j.jmrt.2023.04.159 ↗
2. V.K. Singh, Identification of the Tensile Properties of hybrid Composite Material by Artificial Neural Network, (2014). https://asjp.cerist.dz/en/article/2369.
3. A comprehensive review of natural fibers and their composites: An eco-friendly alternative to conventional materials10.1016/j.rineng.2023.101271 ↗
4. A comprehensive review on polymer matrix composites: material selection, fabrication, and application10.1007/s00289-022-04087-4 ↗
5. Fiber-reinforced polymer composites: Manufacturing, properties, and applications10.3390/polym11101667 ↗
6. Characterization of coir fiber powder (cocos nucifera L.) as an environmentally friendly inhibitor pigment for organic coatings10.1016/j.jmrt.2022.05.098 ↗
7. Properties of natural fibre composites for structural engineering applications10.1016/j.compositesb.2017.10.038 ↗
8. Recent advances in natural fibre-based materials for food packaging applications10.3390/polym15061393 ↗
9. Multivariable analysis for selection of natural fibers as fillers for a sustainable food packaging industry10.1088/2053-1591/ac17a9 ↗
10. A Review on Natural Fiber Composite Material in Automotive Applications
11. M.S. HUDA, L.T. DRZAL, D. RAY, A.K. MOHANTY, M. MISHRA, 7 - Natural-fiber composites in the automotive sector, in: K.L.B.T.-P. and P. of N.-F.C. Pickering (Ed.), Woodhead Publ. Ser. Compos. Sci. Eng., Woodhead Publishing, 2008: pp. 221–268. https://doi.org/10.1533/9781845694593.2.221.10.1533/9781845694593.2.221 ↗
12. H.M. Mohankumararadhya, P. Wadappi, A. Chandrashekar, Y. Naik, Studies on bio waste product particle reinforced polymer composites, AIP Conf. Proc. 2274 (2020). https://doi.org/10.1063/5.0022746.10.1063/5.0022746 ↗
13. H.M. Mohankumararadhya, P. Wadappi, A. Chandrashekar, Y. Naik, Studies on bio waste product particle reinforced polymer composites, in: AIP Conf. Proc., AIP Publishing LLC, 2020: p. 30047. https://doi.org/10.1063/5.0022746.10.1063/5.0022746 ↗
14. Study of mechanical behaviour of coconut shell reinforced polymer matrix composite
15. Experimental Investigation on Mechanical Properties of Glass Fiber–Nanoclay–Epoxy Composites Under Water-Soaking: A Comparative Study Using RSM and ANN10.3390/jcs9040195 ↗
16. Artificial neural network and response surface methodology based analysis on solid particle erosion behavior of polymer matrix composites10.3390/ma13061381 ↗
17. Mechanical assessment for enhancing hybrid composite performance through silane treatment using RSM and ANN10.1016/j.rineng.2024.103309 ↗
18. Integrating response surface methodology and machine learning for analyzing the unconventional machining properties of hybrid fiber‐reinforced composites10.1002/pc.28180 ↗
19. Modeling of glass fiber reinforced composites for optimal mechanical properties using teaching learning based optimization and artificial neural networks10.1007/s42452-019-1837-x ↗
20. Artificial Intelligence-Driven Prediction and Optimization of Tensile and Impact Strength in Natural Fiber/Aluminum Oxide Polymer Nanocomposites10.1002/eng2.70093 ↗
21. Characterization of mechanical properties , efficiency , and design considerations for the additive manufacturing of hybrid composites with continuous fibers10.1016/j.hybadv.2024.100146 ↗
22. Modelling for predicting and optimizing of the tensile and flexural properties of Sisal/carbon fibre nanocomposite through RSM10.13074/jent.2024.09.242674 ↗
23. Experimental investigation on mechanical and tribological analysis of pineapple leaf (Ananas comosus) and sisal (Agave sisalana) fibers reinforced hybrid epoxy composites10.1515/ipp-2023-4433 ↗
24. S. Mathad, Investigation of Mechanical Properties of Sisal Fiber Reinforced Polymer Investigation of Mechanical Properties of Sisal Fiber Reinforced Polymer Composites, (2017). 10.21467/ajgr.1.1.40-48.
25. RSM and ANN modelling of the mechanical properties of self-compacting concrete with silica fume and plastic waste as partial constituent replacement
26. Period estimate of wood buildings employing soft modelling techniques10.1007/s00500-023-08040-z ↗
27. A novel framework for strength prediction of geopolymer mortar: Renovative precursor effect
28. Investigation on Compressive Strength of Fibre-Reinforced Concrete Using Artificial Neural Network10.1007/978-981-97-0072-1_2 ↗
29. Determining the Natural Frequency of Cantilever Beams Using ANN and Heuristic Search10.1080/08839514.2018.1448003 ↗
30. Potential of natural fiber based polymeric composites for cleaner automotive component production -a comprehensive review10.1016/j.jmrt.2023.06.019 ↗
31. Modelling and optimization of the absorption rate of date palm fiber reinforced composite using response surface methodology10.1016/j.aej.2023.08.042 ↗
32. Optimizing water Absorption’s influence on composite mechanics through response surface methodology10.1177/00219983241264357 ↗
33. PECVD process parameter optimization: towards increased hardness of diamond-like carbon thin films10.1080/10426914.2018.1512114 ↗
34. Search for accurate RSM metamodels for structural engineering10.1177/0731684419862346 ↗
35. Decontamination by anaerobic stabilisation of the environment contaminated with enteronematode eggs Toxocara canis and Ascaris suum10.1016/j.biortech.2007.09.044 ↗
36. Biocomposites reinforced with natural fibers: 2000–201010.1016/j.progpolymsci.2012.04.003 ↗
37. Cellulosic/synthetic fibre reinforced polymer hybrid composites: A review10.1016/j.carbpol.2011.04.043 ↗
38. A review of recent developments in natural fibre composites and their mechanical performance10.1016/j.compositesa.2015.08.038 ↗
39. Effect of water absorption on the mechanical properties of hemp fibre reinforced unsaturated polyester composites10.1016/j.compscitech.2006.06.019 ↗
40. Mechanical characterization of sisal fiber-groundnut shell powder reinforced epoxy composites
41. Investigation of Mechanical Properties of Electrodeposited Gold
42. From agricultural waste to eco-composites: peanut shell powder in jute-fabric-reinforced unsaturated polyester resin10.1002/slct.202502119 ↗
43. Characterization and properties of natural fiber polymer composites: A comprehensive review10.1016/j.jclepro.2017.10.101 ↗
44. Exploring seashell and rice husk waste for lightweight hybrid biocomposites: synthesis, microstructure, and mechanical performance
45. Strength characteristics and prediction of ternary blended cement building material using RSM and ANN10.3390/buildings15050733 ↗
46. Production of waste polyethylene terephthalate reinforced biocomposite with RSM design and evaluation of thermophysical properties by ANN
47. A comparative study of ANN and ANFIS models for the prediction of cement-based mortar materials compressive strength10.1007/s00521-020-05244-4 ↗
48. Effect of porosity on predicting compressive and flexural strength of cement mortar containing micro and nano-silica by multi-objective ANN modeling10.1016/j.conbuildmat.2019.03.243 ↗
49. ANN prediction of cement mortar compressive strength, influence of cement strength class10.1016/j.conbuildmat.2017.01.132 ↗
50. Enhancing mechanical performance of MWCNT filler with jute/kenaf/glass composite: a statistical optimization study using RSM and ANN10.1080/10667857.2024.2381156 ↗
51. Experimental designs for solid-phase microextraction method development in bioanalysis: A review10.1016/j.aca.2020.04.012 ↗
52. Statistical modeling and optimization of heterogeneous Fenton-like removal of organic pollutant using fibrous catalysts: a full factorial design10.1038/s41598-020-72401-z ↗
53. Optimization on Tensile Properties of Kenaf/Multi-walled CNT Hybrid Composites with Box-Behnken Design10.1007/s10443-021-09879-x ↗
54. Modelling for Predicting and Optimizing of the Tensile and Flexural Properties of Sisal/Carbon Fibre Nano-Composite through RSM10.13074/jent.2024.09.242674 ↗
55. Optimization of fiber factors on flexural properties for carbon fiber reinforced polypropylene10.3390/jcs6060160 ↗
56. Utilization of response surface methodology to optimize the mechanical behaviour of flax/nano TiO2/Epoxy based hybrid composites under liquid nitrogen environment10.3389/fmats.2024.1344351 ↗
57. Physical and acoustical properties of corn husk fiber panels
58. K. Pickering, Properties and performance of natural-fibre composites, Elsevier, 2008. https://doi.org/10.1533/9781845694593.10.1533/9781845694593 ↗
59. Evident improvement in burning anti-dripping performance, ductility and electrical conductivity of PLA/PVDF/PMMA ternary blend-based nanocomposites with additions of carbon nanotubes and organoclay10.1016/j.compositesb.2022.110371 ↗
60. Mechanical and environmental evaluation of PET plastic-graphene nano platelets concrete mixes for sustainable construction10.1016/j.rineng.2024.101825 ↗
61. Artificial neural network approach for assessing mechanical properties and impact performance of natural-fiber composites exposed to UV radiation10.3390/polym16040538 ↗
62. An approach to predict ultimate transverse tensile strength based on mixed ANN models for a composite lamina10.1016/j.jmrt.2023.01.195 ↗
63. Prediction of the electromechanical properties of a piezoelectric composite material through the artificial neural network
64. Artificial neural network prediction of transverse modulus in humid conditions for randomly distributed unidirectional fibre reinforced composites: A micromechanics approach10.1016/j.compstruct.2024.118073 ↗
65. Rapid prediction of mechanical properties during composite curing using artificial neural network and multi-objective genetic algorithms10.1016/j.compstruct.2024.118809 ↗