Measuring ideation effectiveness in bioinspired design

IF 1.7 3区 工程技术 Q3 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Ai Edam-Artificial Intelligence for Engineering Design Analysis and Manufacturing Pub Date : 2023-04-28 DOI:10.1017/S0890060423000070
Sunil Sharma, Suraj Gururani, P. Sarkar
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Abstract

Abstract Analogies provide better concept generation in engineering design. This ideation can be measured by metrics such as usefulness, novelty, variety, quality, completeness, and quantity. In bioinspired design, biological analogies are used to inspire design concepts. Biological analogies have been provided in earlier studies to measure ideation effectiveness. Tools like IDEA-INSPIRE, DANE, etc., allow designers to search analogies using functions, behaviors, and structures. However, we wanted to inquire about the effect of providing a very large number of biological analogies (26), fulfilling the same function to develop bioinspired solutions. In this paper, an empirical study has been performed to analyze the effect of biological analogies on ideation. The designers are exposed to provided multiple biological analogies and generate concepts for which four ideation metrics: novelty, variety, quality, and quantity metrics are evaluated. The results are compared to the unaided condition where other designers are given the same task. A new method to measure variety using a 2D matrix has been presented. The results suggest that designers can generate bioinspired solutions when multiple biological analogies performing similar functions are provided in a presentable format. Statistically, exposure to multiple biological analogies in idea generation can significantly increase the variety of design ideas. The novelty, quality, and quantity for the biological group and control group remain the same.
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测量生物灵感设计的创意有效性
摘要类比在工程设计中提供了更好的概念生成。这种想法可以通过有用性、新颖性、多样性、质量、完整性和数量等指标来衡量。在仿生设计中,生物类比被用来启发设计概念。在早期的研究中已经提供了生物学类比来衡量意念的有效性。IDEA-INSPIRE、DANE等工具允许设计者使用功能、行为和结构来搜索类比。然而,我们想了解提供大量生物类比(26)的效果,实现开发生物启发解决方案的相同功能。本文对生物类比对思维能力的影响进行了实证研究。设计者接触到提供的多种生物学类比,并生成概念,对其四个概念度量进行评估:新颖性、多样性、质量和数量度量。将结果与其他设计者被赋予相同任务的独立条件进行比较。提出了一种利用二维矩阵测量变化的新方法。结果表明,当以可呈现的格式提供执行类似功能的多个生物类比时,设计者可以生成受生物启发的解决方案。从统计数据来看,在创意产生中接触多种生物学类比可以显著增加设计创意的多样性。生物学组和对照组的新颖性、质量和数量保持不变。
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来源期刊
CiteScore
4.40
自引率
14.30%
发文量
27
审稿时长
>12 weeks
期刊介绍: The journal publishes original articles about significant AI theory and applications based on the most up-to-date research in all branches and phases of engineering. Suitable topics include: analysis and evaluation; selection; configuration and design; manufacturing and assembly; and concurrent engineering. Specifically, the journal is interested in the use of AI in planning, design, analysis, simulation, qualitative reasoning, spatial reasoning and graphics, manufacturing, assembly, process planning, scheduling, numerical analysis, optimization, distributed systems, multi-agent applications, cooperation, cognitive modeling, learning and creativity. AI EDAM is also interested in original, major applications of state-of-the-art knowledge-based techniques to important engineering problems.
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