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Integration of Fuzzy Logic with Response Surface Methodology for Predicting the Effect of Process Parameters on Build Time and Model Material Volume in FDM Process

机译:用响应面法的模糊逻辑集成预测FDM过程中工艺参数对工艺参数效果和模型材料体积的影响

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Fused Deposition Modelling (FDM) is a promising additive manufacturing (AM) technique used for various prototyping requirements where relatively cheap yet robust models are required. To improve FDM process effectiveness, appropriate process parameters selection is required for high productivity and cost effectiveness. Build time (BT) and volume of Model material (MMV) required are important responses to measure cost effectiveness. In this work, response surface methodology (RSM) and fuzzy logic (FL) have been applied to reduce the build time and model material volume for experimentation. The process parameters namely contour width, air gap; raster angle and spatial orientation are considered. Also, build time and model material volume has been taken as responses for this study. Thirty experiments were conducted on AcrylobutadieneStyrene (ABS) P400 for conical primitives using full factorial central composite RSM design. The optimum process parameter conditions were obtained from FL. The results obtained provide useful information of the method to control responses and ensure minimal build time and model material volume for prototyping requirements. The assessment outcome provided a scientific reference to obtain minimal values of build time and model material volume utilized, and it was found out that these correspond to a contour width of 0.654 mm, air gap of 0.0254 mm, raster angle of 0° and orientation (rotation about x-axis keeping z height minimum) of 30°.
机译:融合沉积建模(FDM)是一种有前途的添加剂制造(AM)技术,用于各种原型设计要求,其中需要相对便宜但坚固的型号。为了提高FDM工艺效率,需要适当的工艺参数选择,以获得高生产率和成本效益所需的选择。所需建筑时间(BT)和模型材料(MMV)的体积是测量成本效益的重要反应。在这项工作中,已应用响应面方法(RSM)和模糊逻辑(FL)来减少用于实验的构建时间和模型材料体积。过程参数即轮廓宽度,气隙;考虑光栅角和空间方向。此外,建立时间和模型材料体积被视为本研究的反应。使用完整的阶段中央复合RSM设计,在癌基因的丙烯丁二烯醚(ABS)P400上进行三十实验。从FL获得最佳过程参数条件。获得的结果提供了控制响应的方法的有用信息,并确保用于原型化要求的最小构建时间和模型材料体积。评估结果提供了一种科学参考,以获得所使用的构建时间和模型物质量的最小值,并且发现这些对应于0.654毫米的轮廓宽度,气隙为0.0254mm,光栅角为0°和方向的光栅角度和定向(旋转X轴保持Z高度最小)30°。

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