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

机译:分类响应曲面方法研究PLA 3D印刷零件拉伸蠕变行为的多响应优化

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摘要

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.
机译:通过融合沉积建模(FDM)开发的三维印刷塑料制品在大多数应用中均有长期装载。这种产品的拉伸蠕变行为是确保循环和动态载荷下尺寸稳定性的必要基准之一。该研究涉及使用聚乳酸(PLA)材料通过熔融沉积建模(FDM)产生的3D印刷部件的拉伸蠕变行为的优化。蠕变试样的几何形状遵循美国的测试和材料(ASTM D2990)标准。在开源Makerbot桌面3D打印机上执行三维打印。使用响应表面方法(RSM)来通过承担层高,填充百分比和填充图案类型(线性,六边形和金刚石)作为输入处理参数来预测蠕变率和破裂时间。通过分类的中央复合设计计划共有39次实验运行。方差分析(ANOVA)结果表明,蠕变率最大的影响因素是层高,填充百分比和填充图案,而对于破裂时间,发现填充模式显着。对六边形图案的响应获得的优化水平为0.1mm层高度和100%填充百分比。进行了一些验证测试以评估采用的RSM技术的有效性。所实施的研究被认为是添加剂制造用户的综合指南,以确定影响产品蠕变率和破裂时间的FDM的最佳过程参数。

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