Research on the Application of Artificial Intelligence in the Inheritance of Tie-Dye Craftsmanship

The inheritance of tie-dye craftsmanship faces challenges such as a talent gap, inefficiency, and insufficient innovation. This research explores systematic solutions provided by artificial intelligence (AI) technology. By constructing a multimodal knowledge graph integrating "artifact-organization-spirit" dimensions, the implicit experience of craftspeople can be transformed into explicit knowledge. Through an intelligent production line composed of visual recognition and industrial robots in a "human-machine collaboration" framework, efficiency and quality are significantly enhanced while preserving the artistry of manual work. Utilizing generative AI and immersive experience technologies can drive design innovation aligned with contemporary aesthetics and broaden dissemination channels. Practice demonstrates that AI applications can substantially improve industrial efficiency and cultural vitality. However, deeper implementation of technology still needs to address challenges such as the preservation of cultural semantics, data standardization, and ethical boundaries. In the future, promoting the deep integration of AI and intangible cultural heritage requires building an ecosystem that coordinates "technology-humanities-industry," ultimately achieving the "living" inheritance and sustainable development of traditional craftsmanship in the digital age.