人机物CPSS智能融合的平行创作架构与关键技术研究

Architecture and key techniques of parallel creation through the fusion of human-cyber-physical intelligence in CPSS

随着人工智能探索领域的不断拓展,艺术创作成为人工智能发展和应用的重要研究热点。基于平行系统理论与ACP方法构建风格多样、内容逼真、笔触灵活和描述精准的平行艺术创作元宇宙,为提升人工智能的创造能力提供了一种可行的实现途径,并提供了应用案例。通过AI算法创作、人类筛选和评估、机器人执行,构建了人机物CPSS智能融合的平行创作架构,阐述了基于计算实验的绘画风格迁移、内容组合、笔触生成和图像描述等关键技术,并对所构建的平行创作系统进行了实验验证。平行创作系统融合了人、AI创作算法、机器人的优势,提升了人工智能艺术创作系统在虚拟和物理空间中的创作水平,促进了人机物协同艺术创作的发展。

With the expansion of the fields covered by AI,artistic creation will become the next hot spot for AI research and applications.Building a metaverse with diverse styles,realistic contents,flexible strokes and accurate descriptions based on parallel system theory and ACP approach will provide a feasible way to improve AI creation capability.The in-telligence of human,AI,and robots were fused to develop a parallel creation architecture through the creation by AI,the evaluation by humans,and the execution by robots.The parallel creation with the key methods of style transfer,content combination,stroke generation and image captioning in computational experiments were explained.The parallel creation system was validated through the painting experiments.The parallel creation system will improve the creation capability of artificial intelligence in cyberspace and physical space,and promote the human-cyber-physical collaborative creation through the fusion of them.