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Experimental investigation and statistical analysis of additively manufactured onyx-carbon fiber reinforced composites

机译:含有含有羊膜碳纤维增强复合材料的实验研究及统计分析

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Availability of additive manufacturing has influenced the scientific community to improve on production and versatility of the components created with several associated technologies. Adding multiple substances through superimposing levels is considered as a part of three-dimensional (3D) printing innovations to produce required products. These technologies are experiencing an increase in development nowadays. It requires frequently adding substance and has capacity to fabricate extremely complex geometrical shapes. However, the fundamental issues with this advancement include alteration of capacity to create special products with usefulness and properties at an economically viable price. In this study, significant procedural parameters: layer designs/ patterns (hexagonal, rectangular and triangular) and infill densities (30%, 40%, and 50%) were considered to investigate into their effects on mechanical behaviors off fused deposition modeling or 3D-printed onyx-carbon fiber reinforced composite specimens, using a high-end 3D printing machine. Mechanical (tensile and impact) properties of the printed specimens were conclusively analyzed. From the results obtained, it was observed that better qualities were achieved with an increased infill density, and rectangular-shaped design exhibited an optimum or maximum tensile strength and energy absorption rate, when compared with other counterparts. The measurable relapse conditions were viably evolved to anticipate the real mechanical qualities with an accuracy of 96.4%. In comparison with other patterns, this was more closely predicted in the rectangular design, using regression models. The modeled linear regression helps to define the association of two dependent variables linked with properties of the dissimilar composite material natures. The models can further predict response of the quantities before and also guide practical applications.
机译:添加剂制造的可用性影响了科学界,使其能够改进使用几种相关技术制造的组件的生产和多功能性。通过叠加级别添加多种物质被视为三维(3D)打印创新的一部分,以生产所需的产品。如今,这些技术正在不断发展。它需要经常添加物质,并具有制造极其复杂几何形状的能力。然而,这一进步的根本问题包括改变能力,以经济上可行的价格创造出具有实用性和特性的特殊产品。在这项研究中,考虑了重要的程序参数:层设计/图案(六角形、矩形和三角形)和填充密度(30%、40%和50%),以研究它们对熔融沉积建模或3D打印onyx碳纤维增强复合材料试样力学行为的影响,使用高端3D打印机。最终分析了印刷试样的机械(拉伸和冲击)性能。从所得结果可以看出,填充密度越大,质量越好,与其他同类设计相比,矩形设计具有最佳或最大抗拉强度和能量吸收率。可测量的复发情况可以进化为预测真正的机械质量,准确率为96.4%。与其他模式相比,在矩形设计中,使用回归模型可以更准确地预测这一点。建模的线性回归有助于定义两个因变量之间的关联,这两个因变量与不同复合材料的性质有关。该模型可以进一步预测前量的响应,并指导实际应用。

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