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Research on construction and application of gene network model for form design based on consumer's preference

  • Jiashuang Fan
  • , Suihuai Yu
  • , Mingjiu Yu
  • , Jianjie Chu
  • , Dengkai Chen
  • , Daixing Zhong
  • , Yukun Zhang
  • , Zhigang Hu
  • , Jing Liu
  • , Gangjun Yang
  • , Baozhen Tian
  • , Jinlei Wang
  • , Zhaojing Su
  • , Mengya Zhu
  • Northwestern Polytechnical University Xian
  • Tangdu Hospital, Fourth Military Medical University
  • Shaanxi University of Science and Technology
  • Taiyuan University of Science and Technology

Research output: Contribution to journalArticlepeer-review

16 Scopus citations

Abstract

With developments in science and technology, product innovation is the key to enterprise performance in the competitive market. In consumer demand-oriented modern product design, effectively combining product design with the esthetic perceptions and preferences of consumers is a problem that urgently needs to be addressed. However, the traditional design method is completely dominated by designers without user participation. The purpose of this study was to give designers an impetus for restructuring and upgrading a design. A gene network design model was developed with the advantages of a gene network and neural network. This allowed the target elements of a product design to be obtained using a nonlinear network. Finally, a case study was used to show the detailed procedure of the design model. To reveal the advantages of the proposed model, it was compared with other methods such as a gene-based design method, an emotional design method, and a fuzzy Kano design method. The results showed that the proposed model was more efficient and scientific, and provided consumers with a multidimensional evaluation system to determine the optimal design schemes.

Original languageEnglish
Article number101412
JournalAdvanced Engineering Informatics
Volume50
DOIs
StatePublished - Oct 2021

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 9 - Industry, Innovation, and Infrastructure
    SDG 9 Industry, Innovation, and Infrastructure

Keywords

  • Consumers’ preferences
  • Emotional semantic
  • Gene network model
  • Product form design

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