Design Gene Representations for Emergent Innovative Design

Design Gene Representations for Emergent Innovative Design
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为新兴创新设计设计基因表示

DOI:
10.3233/atde190068
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发表时间:
2019
期刊:
Proceedings of the 2015 Annual Conference on Genetic and Evolutionary Computation
影响因子:
--
通讯作者:
Stephen Kyle
Stephen Kyle
中科院分区:
--
文献类型:
--
作者:
Wei Zhang;M. Price;T. Robinson;Declan C. Nolan;Dimitrios S. Nikolopoulos;Sakil Barbhuiya;Stephen Kyle

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.从大自然中寻找灵感,这项工作提出了一种替代的自下而上的工程设计系统,它允许不可预测但有价值的设计在几乎没有限制的情况下出现。一组“设计基因”已经被开发出来,它们通过诸如复制和拉伸之类的机制来触发和控制CAD系统中设计的增长。单个基因被构造为一维数组表示,其包括6个元素:属性、属性的值或类型、其活动状态、开始和停止条件以及优势。一组基因组合在一起形成一个“设计种子”,其中包含创建设计所需的所有信息。然后,设计从基因的行为中出现,基因对设计的最终形状或形式一无所知。生长在设计环境中进行管理,该环境提供激活基因所需的外部触发器和条件。不同的设计可以从同一种子中出现,以响应不同的环境条件,基于它们对基因中元素的影响。本文将概述设计基因表示和一个简单但强大的增长战略,在工程创新设计的出现。数值算例验证了系统的有效性。
. Looking to nature for inspiration, this work presents an alternative bottom-up engineering design system, which allows unpredicted-but-valuable designs to emerge with few constraints. A set of “design genes” have been developed which trigger and control the growth of a design within a CAD system through mechanisms such as copying and stretching. The single gene is structured as a one-dimensional array representation, which includes 6 elements: the attribute, the attribute’s value or type, its active status, start and stop conditions, and dominance. A set of genes grouped together forms a “design seed” which contains all the necessary information to create the design. The design then emerges from the actions of the genes, which do not know anything about the final shape or form of the design. The growth is managed within a design environment which provides the external triggers and conditions needed to activate the genes. Different designs can emerge from the same seed in response to different environmental conditions based on their influence on the elements in the genes. This paper will outline the design gene representations and a simple-but-powerful growth strategy for the emergence of innovative designs in engineering. Numerical examples are tested to demonstrate the effectiveness of the system.
SmartMaaS:智能制造即服务的框架
DOI: --
发表时间: 2020
期刊: --
影响因子: --
作者:
Barbhuiya S
通讯作者: Barbhuiya S