响应面法优化熔丝加工系统

Karin Kandananond
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引用次数: 9

摘要

熔丝制造(FFF)是一种用于快速原型和制造的3D打印或增材制造方法。FFF中工艺参数的表征和优化是至关重要的,因为用这种方法生产的样品的质量在很大程度上取决于各种重要因素的适当设置。本研究以丙烯腈-丁二烯-苯乙烯(ABS)为长丝材料,对FFF打印工艺进行了研究,并对工艺中的重要因素进行了优化。本研究将喷嘴温度、床层温度和打印速度三个潜在因素作为输入,将样品表面粗糙度作为输出。在试样的顶部和底部的平面上进行粗糙度测量。由于最佳因子设置范围由制造商推荐,因此本研究采用响应面法(RSM)的Box-Behnken设计。在每个处理中,使用两个试验标本的副本进行确认试验。统计分析结果表明,床层温度和印刷速度对表面粗糙度有显著影响。另一个发现是床层温度与表面粗糙度之间存在非线性关系。本研究得出的因素的最佳设置可以作为从业者在使用带有ABS长丝的FFF时达到最高性能的指南。
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Optimization of fused filament fabrication system by response surface method
Fused filament fabrication (FFF) is a 3D printing or additive manufacturing method used for rapid prototyping and manufacturing. The characterization and optimization of process parameters in FFF is of critical importance because the quality of the specimens produced by this method substantially depends on the appropriate setting of various significant factors. In this study, the FFF printing process using acrylonitrile butadiene styrene (ABS) as the filament material was investigated for the optimization of significant factors in the process. Three potential factors, namely nozzle temperature, bed temperature, and printing speed, were included in this study as the inputs, while surface roughness of the specimens was considered as the output. Roughness measurements were made on the flat surfaces at the top and bottom of the specimens. As the ranges for optimal factor settings were recommended by the manufacturer, the Box-Behnken design, which is a response surface method (RSM), was utilized in this study. In each treatment, two replicas of the test specimens were used for the confirmation test. The results of the statistical analyses indicated that the bed temperature and the printing speed had a significant impact on the surface roughness. Another finding was that there was a non-linear relationship between the bed temperature and the surface roughness. The optimal settings for the factors arrived at in this study can serve as guidelines for the practitioners to achieve the highest performance when they use FFF with ABS filaments.
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来源期刊
International Journal of Metrology and Quality Engineering
International Journal of Metrology and Quality Engineering Engineering-Safety, Risk, Reliability and Quality
CiteScore
1.70
自引率
0.00%
发文量
8
审稿时长
8 weeks
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