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Mathematical modeling and FDM process parameters optimization using response surface methodology based on Q-optimal design

机译:基于Q最优设计的响应面方法进行数学建模和FDM工艺参数优化

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Fused deposition modeling (FDM) is a growing 3D printing technique widely practiced around the world in various industrial applications because of its ability to create complex 3D objects and geometries. Reduction of build time and feedstock material consumption without compromising the mechanical performance is the major concern in most industrial applications affecting the cost and the functionality of the manufactured part. One of the key issues of FDM process is how to select the correct parameters to reduce the build time and to reduce feedstock material consumption while maintaining high dynamic mechanical properties. In this study, influence of critical FDM parameters-layer thickness, air gap, raster angle, build orientation, road width, and number of contours-are studied using Q-optimal response surface methodology. Their effects on build time, feedstock material consumption and dynamic fiexural modulus are critically examined. Mathematical models have been formulated to develop a functional relationship between the processing conditions and the process quality characteristics. Analysis of variance (ANOVA) technique was employed to check the adequacy and significance of mathematical models. Moreover, the optimal setting of process parameters was determined. A confirmation test was also conducted in order to verify the developed models and the optimal settings. The results show that Q.-optimal design is a very promising method in FDM process parameter optimization. The results also confirm the adequacy of the developed models.
机译:熔融沉积建模(FDM)是一种成长中的3D打印技术,由于其能够创建复杂的3D对象和几何形状,因此在全球各种工业应用中得到了广泛应用。在不影响机械性能的情况下,减少制造时间和原料消耗是大多数工业应用中的主要问题,这些应用会影响所制造零件的成本和功能。 FDM工艺的关键问题之一是如何选择正确的参数,以减少制造时间并减少原料消耗,同时又保持高动态力学性能。在这项研究中,使用Q最优响应面方法研究了FDM关键参数的影响-层厚度,气隙,光栅角度,建筑物方向,道路宽度和轮廓数量。严格检查了它们对制造时间,原料消耗和动态弹性模量的影响。已经建立了数学模型以发展加工条件和过程质量特征之间的功能关系。方差分析(ANOVA)技术用于检查数学模型的充分性和重要性。此外,确定了工艺参数的最佳设置。为了验证开发的模型和最佳设置,还进行了确认测试。结果表明,Q-最优设计是FDM工艺参数优化中非常有前途的方法。结果还证实了所开发模型的充分性。

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