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A Novel Method to Design and Optimize Flat-Foldable Origami Structures Through a Genetic Algorithm

机译:通过遗传算法设计和优化折纸折纸结构的新方法

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摘要

As advantages of foldable or deployable structures have been established, origami artists and engineers have started to study the engineering applications of origami structures. Methods of computational origami design that serve different types of origami have already been developed. However, most of the existing design methods focus on automatically deriving the crease pattern to realize a given folded finished shape, without actually designing the finished shape itself. To include final shape design into the computational origami design and optimization process, this paper presents a genetic algorithm that aims to develop origami structures featuring optimal geometric, functional, and foldability properties. In accordance with origami, the genetic algorithm is adapted both in the aspects the individual encoding method and the evolutionary operators. To compliment the Genetic algorithms (GA), a new origami crease pattern representation scheme is created. The crease pattern is analogous to the ice-cracks on a frozen lake surface, where each crack is equivalent to a crease and each forking point to a vertex. Thus to form the creases and vertices in an "ice-cracking" -like origami crease pattern, we pick one vertex as the starting location, and let the rest of the creases and vertices grow in the same manner that cracks extend and fork form in ice. In this research, the GA encodes the geometric information of forming the creases and vertices according to the development sequence through the ice-cracking process. Meanwhile, we adapt the evolutionary operators and introduce auxiliary mechanisms for the GA, so as to balance the preservation of both elitism and diversity and accelerate the emergence of optimal design outcomes through the evolutionary design process.
机译:随着可折叠或可展开结构的优势已经确立,折纸艺术家和工程师已开始研究折纸结构的工程应用。服务于不同类型折纸的计算折纸设计方法已经开发出来。然而,大多数现有的设计方法集中于自动产生折痕图案以实现给定的折叠成品形状,而无需实际设计成品形状本身。为了将最终形状设计包括在计算折纸的设计和优化过程中,本文提出了一种遗传算法,旨在开发具有最佳几何,功能和可折叠性的折纸结构。根据折纸,遗传算法在各个编码方法和进化算子这两个方面都适用。为了补充遗传算法(GA),创建了一种新的折纸折痕模式表示方案。折痕模式类似于在冰冻的湖面上的冰裂缝,其中每个裂缝都相当于一个折痕,每个分叉点都指向一个顶点。因此,要以“冰裂”状折纸折痕形式形成折痕和顶点,我们选择一个顶点作为起始位置,然后让其余的折痕和顶点以与裂纹扩展和叉形形成相同的方式增长冰。在这项研究中,遗传算法根据破裂过程的发展顺序对形成折痕和顶点的几何信息进行编码。同时,我们适应了进化算子,并为遗传算法引入了辅助机制,从而在保留进化论和多样性之间取得平衡,并通过进化设计过程加速了最佳设计结果的出现。

著录项

  • 来源
    《Journal of Computing and Information Science in Engineering》 |2014年第3期|031008.1-031008.10|共10页
  • 作者

    Daniel A. McAdams; Wei Li;

  • 作者单位

    Department of Mechanical Engineering, Texas A&M University, 3123 TAMU,College Station, TX 77843-3123;

    Department of Mechanical Engineering, Texas A&M University, 3123 TAMU, College Station, TX 77843-3123;

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