Fusion of Cognitive Information: Evaluation and Evolution Method of Product Image Form

doi:10.1155/2021/5524093

IR > 设计艺术学院

	Fusion of Cognitive Information: Evaluation and Evolution Method of Product Image Form
	Zhang, Shutao; Su, Pengfei; Liu, Shifeng
	2021-03-17
发表期刊	COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE
ISSN	1687-5265
卷号	2021
摘要	In order to realize the stability and inheritance of image characteristics in the development process of a series of products, we comprehensively analyzed the cognitive differences among users, designers, and engineers and propose a multicriteria decision system for an intelligent design method of product forms based on a logistic regression model, relative entropy theory, and preference mapping (PREFMAP). First, from the perspective of the role characteristics of the design subjects, an equilibrium evaluation model was constructed using the logistic regression model and relative entropy theory. Second, combining the multidimensional perception space and the characteristics measurement of the product form, the fitness function of the image form was constructed based on PREFMAP. Third, a genetic algorithm was applied to establish the intelligent image-style-oriented design method, which could guide the image form development of a product series through innovative design. Lastly, the method was verified by taking Audi A4L series headlights as an example. And the image evaluation of the two new schemes was greater than that of the previous seven generations of headlights. The results verify the effectiveness and feasibility of the method. In this paper, we structured a relatively preliminary model to explain the fusion of cognitive information. More subjective and objective factors, algorithms, and image recognition technology need to be further studied to improve the model in our future work.
DOI	10.1155/2021/5524093
收录类别	SCIE ; SSCI ; SCOPUS ; EI
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:000636073900001
出版者	HINDAWI LTD
EI入藏号	20211410182007
EI分类号	641.1 Thermodynamics - 662.4 Automobile and Smaller Vehicle Components - 913.1 Production Engineering - 961 Systems Science
来源库	WOS
引用统计	被引频次：9[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/148315
专题	设计艺术学院
通讯作者	Zhang, Shutao
作者单位	Lanzhou Univ Technol, Sch Design Art, Lanzhou 730050, 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	Zhang, Shutao,Su, Pengfei,Liu, Shifeng. Fusion of Cognitive Information: Evaluation and Evolution Method of Product Image Form[J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE,2021,2021.
APA	Zhang, Shutao,Su, Pengfei,&Liu, Shifeng.(2021).Fusion of Cognitive Information: Evaluation and Evolution Method of Product Image Form.COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE,2021.
MLA	Zhang, Shutao,et al."Fusion of Cognitive Information: Evaluation and Evolution Method of Product Image Form".COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2021(2021).

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