Al-Tamimi Abdulsalam A, Pandžić Adi, Kadrić Edin
Industrial Engineering Department, College of Engineering, King Saud University, Riyadh 11421, Saudi Arabia.
Mechanical Engineering Faculty, University of Sarajevo, 71000 Sarajevo, Bosnia and Herzegovina.
Polymers (Basel). 2023 Oct 20;15(20):4169. doi: 10.3390/polym15204169.
The material extrusion fused deposition modeling (FDM) technique has become a widely used technique that enables the production of complex parts for various applications. To overcome limitations of PLA material such as low impact toughness, commercially available materials such as UltiMaker Tough PLA were produced to improve the parent PLA material that can be widely applied in many engineering applications. In this study, 3D-printed parts (test specimens) considering six different printing parameters (i.e., layer height, wall thickness, infill density, build plate temperature, printing speed, and printing temperature) are experimentally investigated to understand their impact on the mechanical properties of Tough PLA material. Three different standardized tests of tensile, flexural, and compressive properties were conducted to determine the maximum force and Young's modulus. These six properties were used as responses in a design of experiment, definitive screening design (DSD), to build six regression models. Analysis of variance (ANOVA) is performed to evaluate the effects of each of the six printing parameters on Tough PLA mechanical properties. It is shown that all regression models are statistically significant (p<0.05) with high values of adjusted and predicted R2. Conducted confirmation tests resulted in low relative errors between experimental and predicted data, indicating that the developed models are adequately accurate and reliable for the prediction of tensile, flexural, and compressive properties of Tough PLA material.
材料挤出熔融沉积建模(FDM)技术已成为一种广泛使用的技术,可用于生产适用于各种应用的复杂零件。为了克服聚乳酸(PLA)材料的局限性,如低冲击韧性,人们生产了诸如Ultimaker Tough PLA等商用材料,以改进可广泛应用于许多工程应用的母体PLA材料。在本研究中,对考虑六个不同打印参数(即层高、壁厚、填充密度、打印平台温度、打印速度和打印温度)的3D打印零件(测试样品)进行了实验研究,以了解它们对Tough PLA材料机械性能的影响。进行了拉伸、弯曲和压缩性能的三种不同标准化测试,以确定最大力和杨氏模量。在实验设计、确定性筛选设计(DSD)中,将这六个属性用作响应,以建立六个回归模型。进行方差分析(ANOVA)以评估六个打印参数中的每一个对Tough PLA机械性能的影响。结果表明,所有回归模型在统计学上均具有显著性(p<0.05),调整后的R2和预测的R2值都很高。进行的验证测试导致实验数据和预测数据之间的相对误差较低,这表明所开发的模型对于预测Tough PLA材料的拉伸、弯曲和压缩性能具有足够的准确性和可靠性。