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Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design
In order to design a cultural and creative product that matched the target image, this paper proposed to use EEG, interactive genetic algorithm (IGA), and back propagation neural network (BPNN) to analyze the users' image preferences. Firstly, the pictures of cultural elements were grouped acco...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6348831/ https://www.ncbi.nlm.nih.gov/pubmed/30733799 http://dx.doi.org/10.1155/2019/1860921 |
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author | Deng, Li Wang, Guohua |
author_facet | Deng, Li Wang, Guohua |
author_sort | Deng, Li |
collection | PubMed |
description | In order to design a cultural and creative product that matched the target image, this paper proposed to use EEG, interactive genetic algorithm (IGA), and back propagation neural network (BPNN) to analyze the users' image preferences. Firstly, the pictures of cultural elements were grouped according to the pleasantness value and emotional state by PAD emotion scale, and the brain waves induced by the pictures of cultural elements with different pleasure degree were recorded by electroencephalograph. Then, the preference of cultural elements was obtained according to the theory of frontal alpha asymmetry. Secondly, the semantic difference method was used to carry out questionnaire survey to users, and the factor analysis method was used to statistically analyze the survey results to extract the perceptual image semantics of users for cultural and creative products. Thirdly, an interactive evolutionary design system based on IGA and BPNN was constructed. According to the cultural elements preferred by users, the designer designed the initial set of morphological characteristics, and the fitness value was determined according to the degree of user preference for the image semantics. Meanwhile, in order to reduce the fatigue caused by users' interaction evaluation, BPNN was introduced to simulate artificial evaluation. Finally, the proposed method was verified by the practice of flavoring bottle design. User preference requirement could be used as feedback information to help designers understand users' design emotional need and generate design schemes that satisfied the users' perceptual image. |
format | Online Article Text |
id | pubmed-6348831 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-63488312019-02-07 Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design Deng, Li Wang, Guohua Comput Intell Neurosci Research Article In order to design a cultural and creative product that matched the target image, this paper proposed to use EEG, interactive genetic algorithm (IGA), and back propagation neural network (BPNN) to analyze the users' image preferences. Firstly, the pictures of cultural elements were grouped according to the pleasantness value and emotional state by PAD emotion scale, and the brain waves induced by the pictures of cultural elements with different pleasure degree were recorded by electroencephalograph. Then, the preference of cultural elements was obtained according to the theory of frontal alpha asymmetry. Secondly, the semantic difference method was used to carry out questionnaire survey to users, and the factor analysis method was used to statistically analyze the survey results to extract the perceptual image semantics of users for cultural and creative products. Thirdly, an interactive evolutionary design system based on IGA and BPNN was constructed. According to the cultural elements preferred by users, the designer designed the initial set of morphological characteristics, and the fitness value was determined according to the degree of user preference for the image semantics. Meanwhile, in order to reduce the fatigue caused by users' interaction evaluation, BPNN was introduced to simulate artificial evaluation. Finally, the proposed method was verified by the practice of flavoring bottle design. User preference requirement could be used as feedback information to help designers understand users' design emotional need and generate design schemes that satisfied the users' perceptual image. Hindawi 2019-01-13 /pmc/articles/PMC6348831/ /pubmed/30733799 http://dx.doi.org/10.1155/2019/1860921 Text en Copyright © 2019 Li Deng and Guohua Wang. http://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 Deng, Li Wang, Guohua Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design |
title | Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design |
title_full | Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design |
title_fullStr | Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design |
title_full_unstemmed | Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design |
title_short | Application of EEG and Interactive Evolutionary Design Method in Cultural and Creative Product Design |
title_sort | application of eeg and interactive evolutionary design method in cultural and creative product design |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6348831/ https://www.ncbi.nlm.nih.gov/pubmed/30733799 http://dx.doi.org/10.1155/2019/1860921 |
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