东南大学学报(自然科学版)2026,Vol.56Issue(5):664-675,12.DOI:10.3969/j.issn.1001-0505.2026.05.003
混凝土元智能体的信息融合与一体化设计研究
Research on information fusion and integrated design of concrete meta-agent
摘要
Abstract
While the concrete field is advancing toward intelligent development,its multi-scale,multi-source,and heterogeneous characteristics result in isolated functionalities and fragmented decision-making chains among relevant intelligent agents,making it difficult to achieve collaborative optimization from microscopic mechanisms to macroscopic engineering.To address these challenges,this paper proposes the concept of a concrete meta-agent,aiming to integrate information across the entire concrete domain chain and construct an integrated design framework for top-level intelligent collaboration.By utilizing high-dimensional vector space mapping technology to establish a unified representation space for cross-scale data,and employing a large lan-guage model as the central hub for interaction and scheduling,the framework enables the dynamic orchestra-tion and joint reasoning of multiple agents.The system possesses the ability of autonomous reinforcement learn-ing.Analysis of application scenarios demonstrates that the concrete meta-agent achieved an R2 of 0.946 2 in compressive strength prediction and accomplished system optimization for mix proportions—balancing mul-tiple objectives of compressive strength,cost,and carbon emissions—within 0.9 s.This study provides an in-novative theoretical pathway and methodological support for a concrete intelligent ecosystem that links the full chain of material design,preparation process,and service performance.关键词
混凝土/元智能体/信息融合/知识图谱/高维映射/一体化设计Key words
concrete/meta-agent/information fusion/knowledge graph/high-dimensional mapping/inte-grated design分类
建筑与水利引用本文复制引用
蒋金洋,李映泽,林均霖,王凤娟,刘志勇..混凝土元智能体的信息融合与一体化设计研究[J].东南大学学报(自然科学版),2026,56(5):664-675,12.基金项目
国家自然科学基金青年科学基金资助项目(A类延续资助)(52525901) (A类延续资助)
国家自然科学基金联合基金资助项目(U24A20168). (U24A20168)