Generative Optimization for Automatic Creation of 3D CAD Platforms

William F. Quintero-Restrepo, Brian K. Smith, Junfeng Ma
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Abstract

The efficient creation of 3D CAD platforms can be achieved by the optimization of their design process. The research presented in this article showcases a method for allowing such efficiency improvement. The method is based on the DMADV six sigma approach. During the Define step, the definition of the scope and design space is established. In the Measure step, the initial evaluation of the platforms to be improved is done with the help of a Metrics framework for 3D CAD platforms. The Analyze Step includes the identification and optimization of the systems’ model of the process based on the architecture and the multiple objectives required for the improvement. The optimization method used that is based on evolutionary algorithms allows for the identification of the best improvement alternatives for the next step. During Design step of the method, the improvement alternatives are planned and executed. In the final Verification step, the evaluation of the improved process is tested against the previous status with the help of the Metrics Framework for 3D CAD platforms. The method is explained with an example case of a 3D CAD platform for creating metallic boxes for electric machinery.
三维CAD平台自动生成的生成优化
通过优化三维CAD平台的设计过程,可以实现三维CAD平台的高效创建。本文中提出的研究展示了一种允许这种效率改进的方法。该方法基于DMADV六西格玛方法。在定义步骤中,建立范围和设计空间的定义。在测量步骤中,要改进的平台的初步评估是在3D CAD平台的Metrics框架的帮助下完成的。分析步骤包括基于体系结构和改进所需的多个目标的过程的系统模型的识别和优化。所使用的基于进化算法的优化方法允许识别下一步的最佳改进方案。在方法的设计阶段,对改进方案进行计划和执行。在最后的验证步骤中,在3D CAD平台的度量框架的帮助下,对改进过程的评估进行了先前状态的测试。并以电机金属箱体三维CAD平台为例说明了该方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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