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基于田口方法研究熔融沉积成型3D打印工艺参数对聚乳酸零件拉伸性能的影响

Investigation of the Influence of Fused Deposition Modeling 3D Printing Process Parameters on Tensile Properties of Polylactic Acid Parts Using the Taguchi Method.

作者信息

Megersa Getu Koro, Sitek Wojciech, Nowak Agnieszka J, Tomašić Neven

机构信息

Scientific and Didactic Laboratory of Nanotechnology and Materials Technologies, Silesian University of Technology, 44-100 Gliwice, Poland.

Department of Materials Science and Engineering, Faculty of Engineering, University of Rijeka, Vukovarska 58, 51000 Rijeka, Croatia.

出版信息

Materials (Basel). 2024 Dec 5;17(23):5951. doi: 10.3390/ma17235951.

Abstract

Despite Fused Deposition Modeling (FDM) being an economical 3D printing method known for its material versatility and ease of use, the mechanical performance of FDM-produced components is significantly influenced by process parameter settings. This study investigated the effects of the layer thickness, raster angle, build orientation, and extrusion temperature on the ultimate tensile strength (UTS) and elastic modulus of Polylactic Acid (PLA) specimens using Taguchi methods, with significance analyzed through analysis of variance (ANOVA). The results indicated that the build orientation is the primary factor affecting both the UTS and elastic modulus, with a flat orientation yielding the best performance. ANOVA showed that the build orientation, raster angle, and extrusion temperature significantly influence the UTS, with the build orientation contributing 98.16%. For the elastic modulus, the build orientation and raster angle were significant, contributing 94.83% and 1.76%, respectively. The optimal parameters were a 0.16 mm layer thickness, flat build orientation, 30°/-60° raster angle, and 200 °C extrusion temperature, resulting in predicted UTS and elastic modulus values with error percentages of 4.33% and 2.74%, respectively, compared to experimental values. The regression model demonstrated high predictive accuracy, with R-squared values of 99.71% for the UTS and 99.52% for the elastic modulus.

摘要

尽管熔融沉积建模(FDM)是一种经济的3D打印方法,以其材料通用性和易用性而闻名,但FDM生产的部件的机械性能受工艺参数设置的显著影响。本研究采用田口方法研究了层厚、光栅角度、构建方向和挤出温度对聚乳酸(PLA)试样的极限抗拉强度(UTS)和弹性模量的影响,并通过方差分析(ANOVA)进行显著性分析。结果表明,构建方向是影响UTS和弹性模量的主要因素,平面方向性能最佳。方差分析表明,构建方向、光栅角度和挤出温度对UTS有显著影响,构建方向的贡献率为98.16%。对于弹性模量,构建方向和光栅角度显著,贡献率分别为94.83%和1.76%。最佳参数为层厚0.16mm、平面构建方向、30°/-60°光栅角度和200°C挤出温度,与实验值相比,预测的UTS和弹性模量值的误差百分比分别为4.33%和2.74%。回归模型显示出较高的预测精度,UTS的决定系数R平方值为99.71%,弹性模量为99.52%。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/be7c/11643830/1e907641e616/materials-17-05951-g001.jpg

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