Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure

doi:10.1155/2021/6654717

IR > 设计艺术学院

	Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure
	Yang, Wenjin 1; Su, Jian-Ning1,2 ; Zhang, Shutao2 ; Qiu, Kai 1; Zhang, Xinxin 3
	2021-02-10
发表期刊	COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE
ISSN	1687-5265
卷号	2021
摘要	Design is a complex, iterative, and innovative process. By traditional methods, it is difficult for designers to have an integral priori design experience to fully explore a wide range of design solutions. Therefore, refined intelligent design has become an important trend in design research. More powerful design thinking is needed in intelligent design process. Combining cognitive dynamics and a cobweb structure, an intelligent design method is proposed to formalize the innovative design process. The excavation of the dynamic mechanism of the product evolution process during product development is necessary to predict next-generation multi-image product forms from a larger design space. First, different design thinking stimulates the information source and is obtained by analyzing the designers' thinking process when designing and mining the dynamic mechanism behind it. Based on the nonlinear cognitive cobweb process proposed by Francisco and a natural cobweb structure, the product image cognitive cobweb model (PICCM) is constructed. Then, natural cobweb predation behavior is simulated using a stimulus information source to impact the PICCM. This process uses genetic algorithms to obtain numerous offspring forms, and the PICCM's mechanical properties are the energy loss parameters in the impact information. Furthermore, feasible solutions are selected from intelligent design sketches by the product artificial form evaluation system based on designers' cognition, and a new product image cognitive cobweb system is reconstructed. Finally, a case study demonstrates the efficiency and feasibility of the proposed approach.
DOI	10.1155/2021/6654717
收录类别	SSCI ; SCIE
语种	英语
WOS研究方向	Mathematical & Computational Biology ; Neurosciences & Neurology
WOS类目	Mathematical & Computational Biology ; Neurosciences
WOS记录号	WOS:000621450700003
出版者	HINDAWI LTD
EI入藏号	20210909992919
EI分类号	408.1 Structural Design, General - 525.4 Energy Losses (industrial and residential) - 913.1 Production Engineering - 921.6 Numerical Methods
来源库	WOS
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/147395
专题	设计艺术学院
通讯作者	Su, Jian-Ning
作者单位	1.Lanzhou Univ Technol, Sch Mech & Elect Engn, Lanzhou 730050, Peoples R China; 2.Lanzhou Univ Technol, Sch Design Art, Lanzhou 730050, Peoples R China; 3.Hebei Univ Technol, Sch Architecture & Art Design, Tianjin 300401, Peoples R China
第一作者单位	兰州理工大学
通讯作者单位	兰州理工大学
第一作者的第一单位	兰州理工大学
推荐引用方式 GB/T 7714	Yang, Wenjin,Su, Jian-Ning,Zhang, Shutao,et al. Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure[J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE,2021,2021.
APA	Yang, Wenjin,Su, Jian-Ning,Zhang, Shutao,Qiu, Kai,&Zhang, Xinxin.(2021).Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure.COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE,2021.
MLA	Yang, Wenjin,et al."Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure".COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2021(2021).

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