人工智能时代基于岭南非物质文化遗产的文创产品设计研究

Qin Qin
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引用次数: 0

摘要

岭南非物质文化遗产(ICH)历史悠久,蕴含着丰富而独特的地域文化,可以为文化创意产品设计提供新的思路和思路。本文首先利用cVAE-GAN网络模型提取岭南非物质文化遗产造型符号的特征,从而获得用于文化创意产品设计的岭南非物质文化遗产造型符号。其次,HSV色彩空间模型实现了岭南非物质文化遗产色彩元素的精细化,促进了色彩多样性在岭南文创产品设计中的应用。然后,将这两种方法结合人工智能技术构建岭南情感互动文创产品设计框架,使计算机能够在学习造型和色彩的基础上整合设计师的设计情感,促进岭南非遗文创产品情感价值的提升。最后,为了验证本文方法的有效性,进行了相关的测试分析。结果表明,当计算阶数大于60阶时,本文的cVAE-GAN网络仅在115ms左右的时间内提取出样式符号特征,不同色块下HSV色彩空间模型的PSNR提高均在2dB以上,进行颜色噪声去除后,h通道的RSD在0.5% ~ 5.0%范围内。在人工智能时代开展岭南非物质文化遗产文创产品设计,需要更加清晰地把握非物质文化遗产的形态和色彩,充分结合设计师的情感,才能使岭南非物质文化创意产品焕发出新的活力。
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Research on the Design of Cultural and Creative Products Based on Lingnan Intangible Cultural Heritage in the Age of Artificial Intelligence
Abstract Lingnan Intangible Cultural Heritage (ICH) has a long history and contains rich and unique regional culture, which can provide new thoughts and ideas for cultural and creative product design. In this paper, firstly, the cVAE-GAN network model is utilized to extract the features of the modeling symbols of Lingnan intangible cultural heritage, which helps to obtain the modeling symbols of Lingnan intangible cultural heritage for cultural and creative product design. Secondly, the HSV color space model realizes the refinement of the color elements of Lingnan intangible cultural heritage, which promotes the application of color diversity in the design of Lingnan cultural and creative products. Then, the two methods are combined with artificial intelligence technology to construct the Lingnan emotional interactive cultural and creative product design framework, which enables the computer to integrate the designer’s design emotion on the basis of learning modeling and color and promotes the enhancement of the emotional value of Lingnan non-heritage cultural and creative products. Finally, to verify the effectiveness of the method described in this paper, a relevant test analysis was conducted. The results show that when the computational order is more than 60 orders, the cVAE-GAN network in this paper extracts the styling symbol features in only about 115ms, the PSNR improvement of the HSV color space model under different color blocks is more than 2dB, and the RSD of H-channel can be found to be in the range of 0.5% to 5.0% after performing color noise removal. Carrying out the cultural and creative product design of Lingnan intangible cultural heritage in the era of artificial intelligence needs to be more clear about the shape and color of the intangible heritage and fully combine with the designer’s emotion in order to make the Lingnan intangible cultural and creative products revitalized with new vitality.
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来源期刊
Applied Mathematics and Nonlinear Sciences
Applied Mathematics and Nonlinear Sciences Engineering-Engineering (miscellaneous)
CiteScore
2.90
自引率
25.80%
发文量
203
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