目的 为了更好地保护与继承苏州宋锦的艺术特征，促进其创新，以苏州宋锦为研究对象，采用数字技术对其进行创新。利用数字技术，能够充分把握苏州宋锦的艺术特色，使其更符合时代发展的需要，以满足现代社会发展的需求和消费人群的需要。方法 将风格迁移算法和形态文法相结合，进行苏州宋锦纹样数字化创新设计研究，并通过对算法模型的训练和多组比较试验，验证该方法的有效性。结果 该算法能够准确捕捉宋锦图案的风格特征，并有效地将其应用于不同的设计场景中。结论 基于风格迁移算法的苏州宋锦图案的数字化设计研究，不仅为苏州宋锦的数字化传承与创新提供了有力的技术支持，也为提高创造效率提供了支持与保障，并使文化和科学技术的结合成为可能。

In order to better protect and inherit the artistic characteristics of Suzhou Song Brocade and promote its innovation, the work aims to innovate in the Suzhou Song Brocade with digital technology. The digital technology can fully grasp the artistic characteristics of Suzhou Song Brocade, to make it more in line with the development needs of the times and meet the development of modern society and the needs of consumers. The image style transfer algorithm was combined with morphological grammar to study the digital innovative design of Suzhou Song Brocade patterns. The validity of the proposed method was proved by the training of the algorithm model and the comparative experiments of multiple groups. The algorithm could accurately capture the style features of Song Brocade patterns and effectively apply them to different design scenes. The research on the digital design of Suzhou Song Brocade pattern based on style transfer algorithm not only provides strong technical support for the digital inheritance and innovation of Suzhou Song Brocade, but also supports and guarantees the improvement of creative efficiency, and makes it possible to combine culture with science and technology.