Prediction of Flexural Strength with Fuzzy Logic Approach for Fused Deposition Modeling of Polyethylene Terephthalate Glycol Components

IF 2.2 4区 材料科学 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Journal of Materials Engineering and Performance Pub Date : 2024-02-29 DOI:10.1007/s11665-024-09291-z
Osman Ulkir, Gazi Akgun
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Abstract

Additive manufacturing (AM) is a preferred industrial manufacturing method for modeling and rapid prototyping of physical systems. The final product in AM must have appropriate mechanical properties, such as flexural strength and be of good quality. The selection of printing parameters is essential for this reason. In this study, three critical printing parameters, such as layer thickness (100-200-300 µm), raster angle (0-30-60°), and infill density (40-60-80%) were examined. The analysis of variance method was used to look at the relationship between these parameters and the flexure strength of samples fabricated using the fused deposition modeling technique with polyethylene terephthalate glycol material. The experimental design process was performed using Taguchi L9 orthogonal design. Fuzzy logic-based modeling was applied to estimate the flexural strength. The results demonstrated that the infill density is the most important parameter affecting flexural strength compared to the other parameters. The highest strength of 57.76 MPa was achieved when the layer thickness, raster angle, and infill density were set to 100 µm, 60°, and 80%, respectively. The fuzzy logic provided a high-accuracy estimation of the flexural strength with a maximum percentage error of 2.65%. Consequently, it was determined that the model and experimental results were in agreement.

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用模糊逻辑方法预测聚对苯二甲酸乙二醇酯成分熔融沉积模型的挠曲强度
快速成型制造(AM)是物理系统建模和快速原型制作的首选工业制造方法。快速成型制造的最终产品必须具有适当的机械性能,如抗弯强度和良好的质量。因此,印刷参数的选择至关重要。在这项研究中,研究了三个关键的打印参数,如层厚度(100-200-300 µm)、光栅角度(0-30-60°)和填充密度(40-60-80%)。采用方差分析法研究了这些参数与使用聚对苯二甲酸乙二酯材料的熔融沉积建模技术制作的样品的抗弯强度之间的关系。实验设计过程采用田口 L9 正交设计。应用基于模糊逻辑的模型来估算抗弯强度。结果表明,与其他参数相比,填充密度是影响抗弯强度的最重要参数。当层厚、栅格角和填充密度分别设置为 100 µm、60° 和 80% 时,强度最高,达到 57.76 MPa。模糊逻辑对抗弯强度进行了高精度估算,最大误差为 2.65%。因此,可以确定模型和实验结果是一致的。
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来源期刊
Journal of Materials Engineering and Performance
Journal of Materials Engineering and Performance 工程技术-材料科学:综合
CiteScore
3.90
自引率
13.00%
发文量
1120
审稿时长
4.9 months
期刊介绍: ASM International''s Journal of Materials Engineering and Performance focuses on solving day-to-day engineering challenges, particularly those involving components for larger systems. The journal presents a clear understanding of relationships between materials selection, processing, applications and performance. The Journal of Materials Engineering covers all aspects of materials selection, design, processing, characterization and evaluation, including how to improve materials properties through processes and process control of casting, forming, heat treating, surface modification and coating, and fabrication. Testing and characterization (including mechanical and physical tests, NDE, metallography, failure analysis, corrosion resistance, chemical analysis, surface characterization, and microanalysis of surfaces, features and fractures), and industrial performance measurement are also covered
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