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A method of constructing an inspiration library driven by user-perceived preference evaluation data for biologically inspired design

感性工学 计算机科学 人机交互 偏爱 模糊认知图 产品设计 感知 产品(数学) 模糊逻辑 人工智能 数据挖掘 模糊集 生物 数学 经济 神经科学 微观经济学 几何学 模糊数
作者
Xuerui Li,Xinggang Hou,Yang Mei,Lin Zhang,Haoyue Guo,Luyao Wang,Xinying Li
出处
期刊:Advanced Engineering Informatics [Elsevier BV]
卷期号:52: 101617-101617 被引量:30
标识
DOI:10.1016/j.aei.2022.101617
摘要

Biologically inspired design (BID) is one of the common methods for product design. To solve the problem of inaccurate acquisition of inspirational creatures due to the lack of user perception preference analysis, a data-driven intelligent service model for BID considering user perception needs is proposed based on Kansei engineering. Firstly, by extracting the perceptual features of creatures from the semantic source elements of products through mapping and encodes them, we proposed a data acquisition method based on intuitionistic fuzzy sets considering different customer preference distributions, bridging the gap caused by the asymmetry between designers and users. Secondly, the functional relationship between biometric features and user-perceived attributes is identified and predicted, and a predictive model of biodata considering user preferences is obtained by multiple linear regression analysis. Finally, based on the data clustering and reorganization theory to understand the organization and dynamics of the database, the construction of a BID library was completed, and the design resources in the library were used as analyzed knowledge for designers to plan design activities. Taking the bionic design of a UAV product as an example, a prototype of a computer-aided design service system was developed based on the theory proposed in the article, and the analyzed knowledge was used to improve the efficiency and science of the design, effectively verifying the usefulness of this study for design. To a certain extent, this study addresses the problem of cognitive limitations of designers and cognitive differences between designers and users, promotes the application of bioinspiration in product design, and improves the marketability of design solutions.
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