Optimal design of ceramic form combining stable diffusion model and GRU-Attention DOI
Xinhui Kang,

Ziteng Zhao

Advanced Engineering Informatics, Journal Year: 2024, Volume and Issue: 64, P. 103062 - 103062

Published: Dec. 18, 2024

Language: Английский

An evaluation and design method for Ming-style furniture integrating Kansei engineering with particle swarm optimization-support vector regression DOI
Lei Fu,

Yiling Lei,

Ling Zhu

et al.

Advanced Engineering Informatics, Journal Year: 2024, Volume and Issue: 62, P. 102822 - 102822

Published: Sept. 19, 2024

Language: Английский

Citations

8
Combining style generative adversarial networks with particle swarm optimisation-support vector regression to design affective social robot for public health intervention DOI
Xipei Ren, N. Y. Wang, J. Pan

et al.

Journal of Engineering Design, Journal Year: 2024, Volume and Issue: unknown, P. 1 - 31

Published: Oct. 17, 2024

In order to improve the attractiveness of social robot serving health interventions in public workspace, we propose a product design method with combination Style-generative adversarial network (StyleGAN) model and particle swarm optimisation-support vector regression (PSO-SVR). This paper aims explore modelling generation robots for intervention based on artificial intelligence generated content (AIGC) mapping between shape characteristics users' visual perception Kansei Engineering (KE). Firstly, address defects typical KE over-reliance existing samples, introduce StyleGAN AIGC learn train robots' samples generate new sample images. Secondly, morphological deconstruction is used deconstruct features sample. Factor analysis (FA) also reduce dimension cluster emotional words establish Likert scale vocabulary. Finally, (PSO-SVR) images users, thus obtaining most attractive scheme. The research results showed that can be assist industrial designers creative expression provide rich sources KE; PSO-SVR machine learning build among feelings, features. end, designed an intervention.

Language: Английский

Citations

4
Expert decision support system for biologically inspired product design integrating emotional preferences and image generation DOI
Chaoxiang Yang,

Xiaoying Huang,

Yimin Zhang

et al.

Advanced Engineering Informatics, Journal Year: 2025, Volume and Issue: 66, P. 103431 - 103431

Published: May 17, 2025

Language: Английский

Citations

0
Research on Kansei design of electric scooter integrating CNN-GRU-Attention and biologically inspired design DOI
Xinhui Kang,

Ying Luo,

Qi Zhu

et al.

Expert Systems with Applications, Journal Year: 2024, Volume and Issue: unknown, P. 126121 - 126121

Published: Dec. 1, 2024

Language: Английский

Citations

1
Optimal design of ceramic form combining stable diffusion model and GRU-Attention DOI
Xinhui Kang,

Ziteng Zhao

Advanced Engineering Informatics, Journal Year: 2024, Volume and Issue: 64, P. 103062 - 103062

Published: Dec. 18, 2024

Language: Английский

Citations

1