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使用分类响应面法对聚乳酸3D打印部件拉伸蠕变行为进行多响应优化

Multi-Response Optimization of Tensile Creep Behavior of PLA 3D Printed Parts Using Categorical Response Surface Methodology.

作者信息

Waseem Muhammad, Salah Bashir, Habib Tufail, Saleem Waqas, Abas Muhammad, Khan Razaullah, Ghani Usman, Siddiqi Muftooh Ur Rehman

机构信息

Department of Industrial Engineering, University of Engineering & Technology, Peshawar 25100, Pakistan.

Industrial Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.

出版信息

Polymers (Basel). 2020 Dec 11;12(12):2962. doi: 10.3390/polym12122962.

Abstract

Three-dimensional printed plastic products developed through fused deposition modeling (FDM) endure long-term loading in most of the applications. The tensile creep behavior of such products is one of the imperative benchmarks to ensure dimensional stability under cyclic and dynamic loads. This research dealt with the optimization of the tensile creep behavior of 3D printed parts produced through fused deposition modeling (FDM) using polylactic acid (PLA) material. The geometry of creep test specimens follows the American Society for Testing and Materials (ASTM D2990) standards. Three-dimensional printing is performed on an open-source MakerBot desktop 3D printer. The Response Surface Methodology (RSM) is employed to predict the creep rate and rupture time by undertaking the layer height, infill percentage, and infill pattern type (linear, hexagonal, and diamond) as input process parameters. A total of 39 experimental runs were planned by means of a categorical central composite design. The analysis of variance (ANOVA) results revealed that the most influencing factors for creep rate were layer height, infill percentage, and infill patterns, whereas, for rupture time, infill pattern was found significant. The optimized levels obtained for both responses for hexagonal pattern were 0.1 mm layer height and 100% infill percentage. Some verification tests were performed to evaluate the effectiveness of the adopted RSM technique. The implemented research is believed to be a comprehensive guide for the additive manufacturing users to determine the optimum process parameters of FDM which influence the product creep rate and rupture time.

摘要

通过熔融沉积建模(FDM)开发的三维打印塑料制品在大多数应用中都能承受长期载荷。此类产品的拉伸蠕变行为是确保在循环和动态载荷下尺寸稳定性的重要基准之一。本研究涉及使用聚乳酸(PLA)材料通过熔融沉积建模(FDM)生产的3D打印部件的拉伸蠕变行为优化。蠕变测试试样的几何形状遵循美国材料与试验协会(ASTM D2990)标准。三维打印在开源的MakerBot桌面3D打印机上进行。采用响应面法(RSM),将层高、填充率和填充图案类型(线性、六边形和菱形)作为输入工艺参数来预测蠕变率和破裂时间。通过分类中心复合设计共计划了39次实验运行。方差分析(ANOVA)结果表明,对蠕变率影响最大的因素是层高、填充率和填充图案,而对于破裂时间,填充图案是显著的。六边形图案的两种响应获得的优化水平为层高0.1mm和填充率100%。进行了一些验证测试以评估所采用的RSM技术的有效性。所开展的研究被认为是增材制造用户确定影响产品蠕变率和破裂时间的FDM最佳工艺参数的全面指南。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6b71/7764475/d47c73705540/polymers-12-02962-g001.jpg

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