当代文学评论
Contemporary Literary Criticism
- 主办单位:東方陽光出版社有限公司
- ISSN:3104-560X(P)
- ISSN:3104-5618(O)
- 期刊分类:文学艺术
- 出版周期:月刊
- 投稿量:0
- 浏览量:150
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文化算法与双轨验证：荥经砂器生成式设计
Cultural Algorithm and Dual-Track Verification: Generative Design for Yingjing Pottery
发布时间：2026-07-15
作者: 李青键 :四川师范大学 四川成都; LI Qingjian :Sichuan Normal University, Chengdu;
摘要: 本研究针对荥经砂器活态传承中创新迟滞与知识断层等问题，提出“文化算法”驱动的生成式设计新范式。通过构建“文化基因解析—双轨验证”闭环框架，并依托Stable Diffusion模型与LoRA微调技术，实现了砂器形态的智能化生成与工艺可行性同步匹配。基于300组样本训练，所生成方案传统肌理保留率达82%、生产适配率67%，形成可迁移的协同设计方法论，为非遗数字化转型提供系统性路径。
Abstract: This study addresses the challenges of innovation stagnation and knowledge fragmentation in the living transmission of Yingjing pottery. It proposes a new generative design paradigm driven by a “cultural algorithm.” By constructing a closed-loop framework of “cultural gene analysis–dual-track verification” and leveraging the Stable Diffusion model along with LoRA fine-tuning technology, the study achieves intelligent generation of pottery forms synchronized with process feasibility. Based on training with 300 sets of samples, the generated designs achieve an 82% retention rate of traditional textures and a 67% production adaptability rate. This establishes a transferable methodology for collaborative design, providing a systematic pathway for the digital transformation of intangible cultural heritage.
关键词: 荥经砂器；非遗数字化；生成式设计；双轨验证；工艺传承
Keywords: Yingjing pottery; digitalization of intangible cultural heritage; generative design; dual-track verification; craft inheritance