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Fusion of Cognitive Information: Evaluation and Evolution Method of Product Image Form
Zhang, Shutao; Su, Pengfei; Liu, Shifeng
刊名COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE
2021
卷号2021
ISSN号1687-5265
DOI10.1155/2021/5524093
英文摘要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.
WOS研究方向Mathematical & Computational Biology ; Neurosciences & Neurology
语种英语
出版者HINDAWI LTD
WOS记录号WOS:000636073900001
内容类型期刊论文
源URL[http://ir.lut.edu.cn/handle/2XXMBERH/148315]  
专题设计艺术学院
作者单位Lanzhou Univ Technol, Sch Design Art, Lanzhou 730050, Peoples R China
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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