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基于灰色关联分析的聚酰胺熔融沉积成型零件机械强度与形状精度优化

Mechanical strength and shape accuracy optimization of polyamide FFF parts using grey relational analysis.

作者信息

Shakeri Zohreh, Benfriha Khaled, Zirak Nader, Shirinbayan Mohammadali

机构信息

Laboratoire Conception de Produits et Innovation (LCPI), HESAM University, 75013, Paris, France.

Procédés Et Ingénierie en Mécanique et Matériaux (PIMM), HESAM University, 75013, Paris, France.

出版信息

Sci Rep. 2022 Jul 30;12(1):13142. doi: 10.1038/s41598-022-17302-z.

Abstract

This paper investigates the effect of different additive manufacturing process parameters such as chamber temperature, Printing temperature, layer thickness, and print speed on five essential parameters that characterize the manufactured components: cylindricity, circularity, strength, and Young's modulus, and deformation by Gray Relational Analysis method simultaneously. Taguchi method was used to design the experiments, and the PA6 cylindrical parts were fabricated using a German RepRap X500® 3D printer. Then the Gray Relational Grade (GRG) values were calculated for all experiments. In the 8th trial, the highest value of GRG was observed. Then, to discover the optimal parameters, the GRG data were analyzed using ANOVA and S/N analysis, and it was determined that the best conditions for enhancing GRG are 60 °C in the chamber temperature, 270 °C in the printing temperature, 0.1 mm layer thickness, and 600 mm/min print speed. Finally, by using optimal parameters, a verification test was performed, and new components were investigated. Finally, comparing the initial GRG with the GRG of the experiments showed an improvement in the gray relational grade (14%) which is accompanying with improving of GRG value.

摘要

本文通过灰色关联分析法,同时研究了诸如腔室温度、打印温度、层厚和打印速度等不同增材制造工艺参数对表征制造部件的五个关键参数(圆柱度、圆度、强度、杨氏模量和变形)的影响。采用田口方法设计实验,并使用德国RepRap X500® 3D打印机制造PA6圆柱形零件。然后计算所有实验的灰色关联度(GRG)值。在第8次试验中,观察到GRG的最高值。接着,为了找出最佳参数,使用方差分析和信噪比分析对GRG数据进行分析,确定提高GRG的最佳条件为腔室温度60°C、打印温度270°C、层厚0.1mm和打印速度600mm/min。最后,使用最佳参数进行验证试验,并对新部件进行研究。最后,将初始GRG与实验的GRG进行比较,结果表明灰色关联度提高了14%,同时GRG值也有所提高。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fe35/9338957/fe7c92be2451/41598_2022_17302_Fig1_HTML.jpg

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