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用于提高3D打印聚乳酸(PLA)和丙烯腈-丁二烯-苯乙烯共聚物(ABS)零件表面质量和拉伸试验性能的集成田口-CRITIC-EDAS方法的参数优化与敏感性分析

Parametric optimization and sensitivity analysis of the integrated Taguchi-CRITIC-EDAS method to enhance the surface quality and tensile test behavior of 3D printed PLA and ABS parts.

作者信息

Sultana Mst Nazma, Sarker Omar Shadat, Dhar Nikhil Ranjan

机构信息

Department of Industrial Engineering & Management, Khulna University of Engineering & Technology, Khulna-9203, Bangladesh.

Department of Industrial Engineering & Management, Khulna University of Engineering & Technology, Khulna, 9203, Bangladesh.

出版信息

Heliyon. 2024 Dec 17;11(1):e41289. doi: 10.1016/j.heliyon.2024.e41289. eCollection 2025 Jan 15.

Abstract

3D printing is a popular and cost-effective method for producing lightweight engineering parts with enhanced characteristics and detailed prototypes. Nevertheless, the quality of the print can be diminished by the selection of improper parameter settings. This investigation explored the impact of printing factors on the tensile behavior of polylactic acid (PLA) and Acrylonitrile Butadiene Styrene (ABS) specimens. Experimental investigations were conducted to investigate the effects of infill pattern (grid, 2D, and 3D honeycomb), layer thickness (0.10, 0.15, and 0.20 mm), infill percentage (30 %, 50 %, and 70 %), and printing material on surface roughness and tensile characteristics where an irregular dependency was identified. In this scenario, the Evaluation based on Distance from Average Solution (EDAS) Method was integrated with Taguchi and Criteria Importance through Inter-criteria Correlation (CRITIC) to prevent inconsistent judgments with a minimal number of experiments. PLA printed parts with 2D honeycomb design, 0.10 mm layer thickness, and 50 % infill provided the optimum results within the declared boundary conditions. The robustness and sensitivity of the employed MCDM method were assessed through a comprehensive analysis. The weights determined through other techniques, including the equal method, principal component analysis (PCA), and Entropy, were subsequently compared to CRITIC. The results indicated a stronger correlation between PCA and CRITIC. Furthermore, the Pearson correlation matrix results indicated that EDAS was significantly correlated with the MOORA method in comparison to the other methods (ARAS, WASPAS, GRA, COPRAS, and CODAS).

摘要

3D打印是一种流行且经济高效的方法,用于生产具有增强特性和详细原型的轻质工程部件。然而,不当的参数设置选择可能会降低打印质量。本研究探讨了打印因素对聚乳酸(PLA)和丙烯腈-丁二烯-苯乙烯(ABS)试样拉伸行为的影响。进行了实验研究,以研究填充图案(网格、二维和三维蜂窝)、层厚(0.10、0.15和0.20毫米)、填充百分比(30%、50%和70%)以及打印材料对表面粗糙度和拉伸特性的影响,其中发现了不规则的相关性。在这种情况下,基于离平均解距离(EDAS)方法与田口方法以及通过准则间相关性(CRITIC)确定的准则重要性相结合,以通过最少数量的实验防止不一致的判断。具有二维蜂窝设计、0.10毫米层厚和50%填充率的PLA打印部件在规定的边界条件下提供了最佳结果。通过全面分析评估了所采用的多准则决策方法的稳健性和敏感性。随后将通过其他技术(包括等权法、主成分分析(PCA)和熵法)确定的权重与CRITIC进行比较。结果表明PCA与CRITIC之间的相关性更强。此外,Pearson相关矩阵结果表明,与其他方法(ARAS、WASPAS、GRA、COPRAS和CODAS)相比,EDAS与MOORA方法显著相关。

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