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Combining Grey Relationship Analysis and Neural Network to Develop Attractive Automobile Booth Design
1School of Art and Design, Nanchang University, No. 999 Xuefu Avenue, Nanchang 330031, Jiangxi, China.
This study enhances Miryoku engineering by integrating artificial intelligence to better capture customer preferences. The new approach improves product design by accurately identifying key Kansei factors and optimizing design elements for greater customer satisfaction.
Area of Science:
- Design Engineering
- Artificial Intelligence
- Human-Computer Interaction
Background:
- Traditional Miryoku engineering struggles to accurately represent customer importance and can omit key information.
- Existing methods for linking customer preferences to design elements are statistically limited.
Purpose of the Study:
- To develop an AI-driven approach to enhance Miryoku engineering for improved product design.
- To address limitations in current methods for evaluating Kansei factors and mapping them to design elements.
Main Methods:
- Grey relationship analysis for prioritizing Kansei words.
- Morphological deconstruction and orthogonal design for screening design elements.
- Neural networks for mapping Kansei factors to product design elements.
Main Results:
- A novel three-level evaluation grid diagram platform was established.
- AI effectively identified key Kansei factors and representative design combinations.
- The method successfully discovered perceptually attractive product designs, validated in an automotive booth case study.
Conclusions:
- The proposed AI-integrated Miryoku engineering method significantly improves design decision-making.
- This approach enhances exhibitor design and increases attendee satisfaction.
- It offers a more accurate and efficient way to create customer-centric products.
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