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3D打印聚乳酸立方样品低速冲击与压缩行为的多目标优化

Multi-Objective Optimization of Low-Velocity Impact and Compression Behavior of 3D-Printed PLA Cubic Samples.

作者信息

Dogan Oguz, Kamer Muhammed S, Sahan Mehmet F

机构信息

Department of Mechanical Engineering, Faculty of Engineering and Architecture, Kahramanmaras Sutcu Imam University, Kahramanmaras 46040, Turkey.

Department of Civil Engineering, Faculty of Engineering, Adiyaman University, Adiyaman 02040, Turkey.

出版信息

Polymers (Basel). 2025 Feb 26;17(5):627. doi: 10.3390/polym17050627.

DOI:10.3390/polym17050627
PMID:40076119
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11902764/
Abstract

This study investigates how various 3D printing parameters influence mechanical properties, specifically strength in compression and low-velocity impact (LVI) tests, and identifies the best printing parameters (layer thickness, nozzle diameter, and infill density) that lead to durable samples. Utilizing a Taguchi L orthogonal array, the study systematically examined the effects of three critical 3D printing parameters on the mechanical strength of cubic test samples. Nine experimental configurations were tested, each subjected to compression and LVI tests according to ASTM standards. Statistical analyses, including analysis of variance (ANOVA) and grey relational analysis (GRA), were employed to evaluate parameter significance and optimize results. Infill density significantly influenced the compression tests, while nozzle diameter was the most impactful parameter in LVI tests. Layer thickness had a minimal influence on both outcomes. Additionally, applying GRA revealed that optimal 3D printing parameters differ when considering the two mechanical properties simultaneously, highlighting the complexity of achieving balanced performance in 3D-printed structures. The application of the Taguchi method to optimize 3D printing parameters improved the mechanical properties of printed materials while significantly reducing the number of required experiments. By employing an efficient experimental design, this research demonstrates how to achieve high-quality results in compression and LVI tests with minimal resource use and time investment. Additionally, integrating GRA for the simultaneous optimization of multiple performance characteristics further enhances the practical applicability of the findings in additive manufacturing.

摘要

本研究调查了各种3D打印参数如何影响机械性能,特别是压缩强度和低速冲击(LVI)测试中的强度,并确定了能制造出耐用样品的最佳打印参数(层厚、喷嘴直径和填充密度)。该研究利用田口L正交阵列,系统地研究了三个关键3D打印参数对立方测试样品机械强度的影响。测试了九种实验配置,每种配置均根据ASTM标准进行压缩和LVI测试。采用包括方差分析(ANOVA)和灰色关联分析(GRA)在内的统计分析方法来评估参数的显著性并优化结果。填充密度对压缩测试有显著影响,而喷嘴直径是LVI测试中最具影响力的参数。层厚对两种测试结果的影响最小。此外,应用GRA表明,同时考虑两种机械性能时,最佳3D打印参数有所不同,这突出了在3D打印结构中实现平衡性能的复杂性。应用田口方法优化3D打印参数提高了打印材料的机械性能,同时显著减少了所需的实验次数。通过采用高效的实验设计,本研究展示了如何在压缩和LVI测试中以最少的资源使用和时间投入获得高质量的结果。此外,整合GRA以同时优化多个性能特征进一步增强了研究结果在增材制造中的实际适用性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/7bd52c79b5bb/polymers-17-00627-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/41454e86c138/polymers-17-00627-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/0f53c2d7c79e/polymers-17-00627-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/827e626741b1/polymers-17-00627-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/7bd52c79b5bb/polymers-17-00627-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/41454e86c138/polymers-17-00627-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/0f53c2d7c79e/polymers-17-00627-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/827e626741b1/polymers-17-00627-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/30c2/11902764/7bd52c79b5bb/polymers-17-00627-g004.jpg

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本文引用的文献

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2
Compression Performance and Deformation Behavior of 3D-Printed PLA-Based Lattice Structures.3D打印聚乳酸基晶格结构的压缩性能与变形行为
Polymers (Basel). 2022 Mar 7;14(5):1062. doi: 10.3390/polym14051062.
3
Effect of Printing Parameters on the Thermal and Mechanical Properties of 3D-Printed PLA and PETG, Using Fused Deposition Modeling.
使用熔融沉积建模法时打印参数对3D打印聚乳酸和聚对苯二甲酸乙二酯二醇的热性能和机械性能的影响
Polymers (Basel). 2021 May 27;13(11):1758. doi: 10.3390/polym13111758.
4
Influence of Geometric and Manufacturing Parameters on the Compressive Behavior of 3D Printed Polymer Lattice Structures.几何和制造参数对3D打印聚合物晶格结构压缩行为的影响
Materials (Basel). 2021 Mar 17;14(6):1462. doi: 10.3390/ma14061462.
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The Influence of Manufacturing Parameters on the Mechanical Behaviour of PLA and ABS Pieces Manufactured by FDM: A Comparative Analysis.制造参数对熔融沉积成型法制造的聚乳酸和丙烯腈-丁二烯-苯乙烯塑料件力学性能的影响:对比分析
Materials (Basel). 2018 Aug 1;11(8):1333. doi: 10.3390/ma11081333.