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Design Model of Cultural and Creative Products Using User Perception Demand Mining
1School of Art, Yulin University of Shaanxi Province, Yulin 719000, China.
Computational Intelligence and Neuroscience
|September 1, 2022
Summary
This study introduces an AI-driven perceptual design method to understand user emotions. Text mining of user perceptions enhances product design, leading to greater customer satisfaction and competitiveness.
Area of Science:
- Industrial Design
- Human-Computer Interaction
- Artificial Intelligence
Background:
- Increasing competition necessitates a focus on product design throughout its lifecycle.
- Understanding user emotional needs is crucial for product value and market positioning.
- Traditional methods for measuring user perception are limited in scope and data collection.
Purpose of the Study:
- To propose and validate an artificial intelligence (AI)-driven method for product perceptual design.
- To address limitations in traditional user perceptual cognition measurement.
- To enhance the integration of user emotional needs into the product design process.
Main Methods:
- Development of an AI-driven approach for product perceptual design.
- Utilizing text mining to extract user perceptual cognition from product feedback.
- Demonstrating the method's efficacy through the design of an optometer.
Main Results:
- The AI method effectively extracts user perceptual cognition and emotional needs.
- Text mining provides deeper insights into user expectations compared to traditional methods.
- The designed optometer, based on this method, is more likely to meet user satisfaction.
Conclusions:
- Perceptual design, integrating human and artificial intelligence, increases psychological acceptance and product competitiveness.
- AI-driven analysis of user perception is key to developing user-centric products.
- This approach improves product value by aligning design with user emotional needs.
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