基于人机共同创造的汽车座椅概念设计研究
Yunpeng Bai1,2,3, Min Zhao1,2,3, Yuanjun Li2
1School of Mechatronic Engineering, Northwestern Polytechnical University, Xi'an, 710072, China.
Scientific reports
|September 1, 2025
概括
这项研究介绍了使用ResNet-DCGAN创新的汽车座椅设计的人机共同创建框架. 它降低了非专业人士的障碍,加强了跨学科的合作和人工智能驱动的产品开发创造力.
科学领域:
- 工程
- 计算机科学
- 设计研究
背景情况:
- 传统的汽车座椅设计可能很复杂,可能会限制跨学科的投入.
- 提高产品设计的创造性和可访问性是一个持续的挑战.
研究的目的:
- 为汽车座椅的概念设计开发一个人机共同创造的框架.
- 利用人工智能,特别是ResNet-DCGAN, 增强创意并减少非专业人士的设计障碍.
- 展示人工智能驱动的创意增强在产品设计中的可行性.
主要方法:
- 构建了汽车座椅图像的数据集.
- 在三个关键阶段实施生成设计策略.
- 使用改进的深度卷积生成对抗网络 (ResNet-DCGAN) 进行设计生成.
主要成果:
- ResNet-DCGAN框架成功地从用户输入中生成了创新的汽车座椅设计方案.
- 人与机器共同创造的方法刺激了创新思维,并降低了设计难度.
- 该系统提供了符合公众审美要求的设计.
结论:
- 人与机器共同创建的框架,如ResNet-DCGAN,可以显著提高产品设计流程.
- 这种方法促进了跨学科的创新,使复杂的设计任务更容易获得.
- 这项研究为未来的人机协作创新研究提供了理论基础.
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