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Cognitive Matching of Design Subjects in Product Form Evolutionary Design
In actual product development, the cognitive differences between users and designers make it difficult for the designed products to be recognized by users. To reduce the cognitive differences between these two design subjects, this paper proposes a method of cognitive matching of the design subjects...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8500774/ https://www.ncbi.nlm.nih.gov/pubmed/34630555 http://dx.doi.org/10.1155/2021/8456736 |
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author | Zhang, Shutao Wang, Shijie Zhou, Aimin Liu, Shifeng Su, Jianning |
author_facet | Zhang, Shutao Wang, Shijie Zhou, Aimin Liu, Shifeng Su, Jianning |
author_sort | Zhang, Shutao |
collection | PubMed |
description | In actual product development, the cognitive differences between users and designers make it difficult for the designed products to be recognized by users. To reduce the cognitive differences between these two design subjects, this paper proposes a method of cognitive matching of the design subjects. First, we use the relevant methods of Kansei engineering to quantify the Kansei image cognition of the two design subjects and construct a cognitive matching model of the design subjects with information entropy and the technique for order preference by similarity to ideal solution (TOPSIS). Second, according to the Kansei image, the Kansei image prototype cluster is constructed, and the representative Kansei image prototype is obtained. Then, we combine an artificial neural network (ANN) with a cognitive matching model of the design subjects to construct a product Kansei image evaluation system; this is used to evaluate the evolved forms. Finally, a product Kansei image form evolution system is constructed based on the genetic algorithm (GA). To some extent, the system simulates the cognitive matching process between designers and users in product design, helps designers to more accurately understand the cognitive trends of the two design subjects, and provides a theoretical basis for the intelligent design of product forms through the cognitive balance of multiple design subjects. This paper takes a beverage bottle as an example to verify the feasibility of the model through a comparative study. |
format | Online Article Text |
id | pubmed-8500774 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-85007742021-10-09 Cognitive Matching of Design Subjects in Product Form Evolutionary Design Zhang, Shutao Wang, Shijie Zhou, Aimin Liu, Shifeng Su, Jianning Comput Intell Neurosci Research Article In actual product development, the cognitive differences between users and designers make it difficult for the designed products to be recognized by users. To reduce the cognitive differences between these two design subjects, this paper proposes a method of cognitive matching of the design subjects. First, we use the relevant methods of Kansei engineering to quantify the Kansei image cognition of the two design subjects and construct a cognitive matching model of the design subjects with information entropy and the technique for order preference by similarity to ideal solution (TOPSIS). Second, according to the Kansei image, the Kansei image prototype cluster is constructed, and the representative Kansei image prototype is obtained. Then, we combine an artificial neural network (ANN) with a cognitive matching model of the design subjects to construct a product Kansei image evaluation system; this is used to evaluate the evolved forms. Finally, a product Kansei image form evolution system is constructed based on the genetic algorithm (GA). To some extent, the system simulates the cognitive matching process between designers and users in product design, helps designers to more accurately understand the cognitive trends of the two design subjects, and provides a theoretical basis for the intelligent design of product forms through the cognitive balance of multiple design subjects. This paper takes a beverage bottle as an example to verify the feasibility of the model through a comparative study. Hindawi 2021-09-30 /pmc/articles/PMC8500774/ /pubmed/34630555 http://dx.doi.org/10.1155/2021/8456736 Text en Copyright © 2021 Shutao Zhang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhang, Shutao Wang, Shijie Zhou, Aimin Liu, Shifeng Su, Jianning Cognitive Matching of Design Subjects in Product Form Evolutionary Design |
title | Cognitive Matching of Design Subjects in Product Form Evolutionary Design |
title_full | Cognitive Matching of Design Subjects in Product Form Evolutionary Design |
title_fullStr | Cognitive Matching of Design Subjects in Product Form Evolutionary Design |
title_full_unstemmed | Cognitive Matching of Design Subjects in Product Form Evolutionary Design |
title_short | Cognitive Matching of Design Subjects in Product Form Evolutionary Design |
title_sort | cognitive matching of design subjects in product form evolutionary design |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8500774/ https://www.ncbi.nlm.nih.gov/pubmed/34630555 http://dx.doi.org/10.1155/2021/8456736 |
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