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A study on the applications of Al in finishing of additive manufacturing parts

机译:Al在增材制造零件精加工中的应用研究

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Artificial intelligent and computer simulation are the technological powerful tools for solving complex problems in the manufacturing industries. Additive Manufacturing is one of the powerful manufacturing techniques that provide design flexibilities to the products. The products with complex shapes are directly manufactured without the need of any machining and tooling using Additive Manufacturing. However, the main drawback of the components produced using the Additive Manufacturing processes is the quality of the surfaces. This study aims to minimize the defects caused during Additive Manufacturing with the aid of Artificial Intelligence. The developed Al system has three layers, each layer is trying to eliminate or minimize the production errors. The first layer of the Al system optimizes the digitization of the 3D CAD model of the product and hence reduces the stair case errors. The second layer of the Al system optimizes the 3D printing machine parameters in order to eliminate the warping effect. The third layer of Al system helps to choose the surface finishing technique suitable for the printed component based on the Degree of Complexity of the product and the material. The efficiency of the developed Al system was examined on the functional parts such as gears.
机译:人工智能和计算机仿真是解决制造业中复杂问题的强大技术工具。增材制造是为产品提供设计灵活性的强大制造技术之一。形状复杂的产品可以直接进行制造,而无需使用增材制造进行任何机械加工和加工。但是,使用增材制造工艺生产的组件的主要缺点是表面质量。这项研究旨在借助人工智能将在增材制造过程中造成的缺陷降至最低。已开发的Al系统分为三层,每一层都在试图消除或最小化生产错误。 Al系统的第一层优化了产品的3D CAD模型的数字化,因此减少了楼梯错误。 Al系统的第二层优化了3D打印机参数,以消除翘曲效应。 Al系统的第三层可根据产品和材料的复杂程度,选择适合于印刷部件的表面处理技术。在齿轮等功能部件上检查了开发的Al系统的效率。

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