A Two-Tiered Grammatical Approach for Agent-Based Computational Design

Christopher McComb, J. Cagan, L. Puentes
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引用次数: 6

Abstract

Early stages of the engineering design process are vital to shaping the final design; each subsequent step builds from the initial concept. Innovation-driven engineering problems require designers to focus heavily on early-stage design generation, with constant application and evaluation of design changes. Strategies to reduce the amount of time and effort designers spend in this phase could improve the efficiency of the design process as a whole. This paper seeks to create and demonstrate a two-tiered design grammar that encodes heuristic strategies to aid in the generation of early solution concepts. Specifically, this two-tiered grammar mimics the combination of heuristic-based strategic actions and parametric modifications employed by human designers. Rules in the higher-tier are abstract and potentially applicable to multiple design problems across a number of fields. These abstract rules are translated into a series of lower-tier rule applications in a spatial design grammar, which are inherently domain-specific. This grammar is implemented within the HSAT agent-based algorithm. Agents iteratively select actions from either the higher-tier or lower-tier. This algorithm is applied to the design of wave energy converters, devices which use the motion of ocean waves to generate electrical power. Comparisons are made between designs generated using only lower-tier rules and those generated using only higher-tier rules.
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基于主体的计算设计的两层语法方法
工程设计过程的早期阶段对最终设计的形成至关重要;随后的每个步骤都是基于最初的概念。创新驱动的工程问题要求设计师将重点放在早期设计生成上,并不断应用和评估设计变更。减少设计师在这一阶段花费的时间和精力的策略可以提高整个设计过程的效率。本文试图创建并演示一个两层设计语法,该语法对启发式策略进行编码,以帮助生成早期解决方案概念。具体来说,这种两层语法模仿了人类设计师采用的基于启发式的战略行动和参数修改的组合。高层中的规则是抽象的,可能适用于多个领域的多个设计问题。这些抽象规则被转换为空间设计语法中的一系列较低级规则应用程序,这些应用程序本质上是特定于领域的。该语法在基于HSAT代理的算法中实现。代理迭代地从较高层或较低层选择操作。该算法应用于波能转换器的设计,这种装置利用海浪的运动来产生电能。对仅使用较低级规则生成的设计和仅使用较高级规则生成的设计进行比较。
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