水利信息化Issue(4):17-26,10.DOI:10.19364/j.1674-9405.2025.04.003
新一代人工智能技术在数字孪生平台构建中的应用与展望
Application and prospects of new generation artificial intelligence technology in construction of digital twin platform
摘要
Abstract
The construction of digital twin platforms is the foundation and core of digital twin basin construction.To promote the optimized development of digital twin platforms and facilitate the efficient establishment of smart water conservancy systems,this paper deeply explored the application status,effectiveness,and future trends of new generation artificial intelligence technology in the construction of digital twin platforms.It summarized and analyzed the development process of new generation artificial intelligence technology,investigated its application in the construction of data baseboards,model platforms,and knowledge platforms,and elaborated on the achievements in the"2+N"applications.Analysis indicated that new generation artificial intelligence technology positively contributed to improving data processing efficiency,optimizing model accuracy,and enhancing the intelligence of knowledge platforms.However,challenges such as low data quality and insufficient model generalization remain.The research findings provide valuable reference and guidance for promoting the construction and further development of digital twin platforms.关键词
新一代人工智能技术/数字孪生平台/深度学习/"2+N"应用Key words
new generation artificial intelligence technology/digital twin platform/deep learning/"2+N"applications分类
建筑与水利引用本文复制引用
肖凤林,韩磊,肖家清,郝晓博,吕凯,邓蔚珂,师鹏飞..新一代人工智能技术在数字孪生平台构建中的应用与展望[J].水利信息化,2025,(4):17-26,10.基金项目
国家自然科学基金资助项目(52279009) (52279009)
中央高校基本科研业务费项目(B220201010) (B220201010)