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Investigation of Laser Clad Bead Geometry to Process Parameter Settings for Effective Parameter Selection, Simulation, and Optimization

机译:用于有效参数选择,仿真和优化的工艺参数设置的激光熔覆磁珠几何形状研究

摘要

Laser cladding is an additive manufacturing technique involving deposition of powdered clad metal in successive 2D layers onto a substrate thereby creating surface coatings with enhanced material properties. Process and shape parameters contribute in defining the geometry of the clad bead; however, due to the highly coupled nature of the process, it is difficult to determine the relationship between parameters. This research predicts such parameters through development of a cognitive artificial intelligence system using artificial neural networks. A robust experimentation design process applying response surface methodology technique is adopted to collect the bead geometry data for various process configurations. Furthermore, the research identifies the extent of contribution of each factor and the impact of their interactions on the model output through ANOVA and sensitivity analysis. Lastly, a K-mean clustering algorithm is incorporated to identify optimal number of clusters present in the collected dataset on the basis of bead shape characteristics.
机译:激光熔覆是一种增材制造技术,涉及将连续2D层中的粉末状复合金属沉积到基板上,从而创建具有增强材料性能的表面涂层。工艺和形状参数有助于定义包层磁珠的几何形状。但是,由于过程的高度耦合性,很难确定参数之间的关系。这项研究通过使用人工神经网络开发认知人工智能系统来预测此类参数。采用了采用响应面方法技术的鲁棒实验设计过程,以收集各种过程配置的珠子几何数据。此外,该研究还通过ANOVA和敏感性分析确定了每个因素的贡献程度及其相互作用对模型输出的影响。最后,结合了K均值聚类算法,以基于珠子形状特征识别收集到的数据集中存在的最佳聚类数。

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    Aggarwal Kush;

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  • 年度 2014
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  • 原文格式 PDF
  • 正文语种 en
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