具身智能赋能水利工程智能建设现状、挑战及展望OA
Embodied intelligence for the intelligent construction of hydraulic engineering:current status,challenges,and prospects
具身智能强调智能体通过载体与环境持续交互实现感知、认知与决策闭环,是新一代人工智能发展的重要方向.具身智能赋能水利工程智能建设,形成了水利工程领域人工智能(Artificial Intelligent,AI)模型、施工智能装备载体与虚-实环境深度融合的新范式,通过持续交互学习自主进化,实现水利工程智能建设进度、质量、安全与绿色等多目标协同优化.本文采用知识图谱方法,系统梳理了人工智能赋能工程建设以及水利工程智能建设发展态势,从具身智能视角全面阐述了水利工程智能建设的内涵、体系架构、核心要素及其特征,并结合智能无人填筑、智能无人振捣、施工智能仿真等典型智能建设场景进行重点阐述.当前水利工程建设正由数字化、信息化和局部智能化向虚实融合与系统协同演进,但仍集中于智能感知、状态监测、过程自动化控制和局部决策优化等研究,在复杂环境深度理解、自主决策与持续进化等具身智能核心功能,以及群体协同、可信演化等方面仍面临关键挑战.本文为水利工程智能建设未来发展提供了新的理论框架.
Embodied intelligence,which emphasizes the continuous interaction of physical agents with environments to achieve closed loops of perception,cognition,and decision-making,represents a significant direction in the devel-opment of the next generation of artificial intelligence.Its application in hydraulic engineering has fostered a new paradigm characterized by the deep integration of artificial intelligence(AI)models,intelligent construction equip-ment,and system platforms with virtual and real environments.Through continuous interactive learning and autono-mous evolution,this paradigm enables the collaborative optimization of multiple objectives,including progress,qual-ity,safety,and sustainability in hydraulic engineering construction.Using a knowledge graph approach,this paper systematically reviews the development trends of AI-enabled engineering construction and intelligent hydraulic engi-neering.From the perspective of embodied intelligence,it comprehensively elaborates on the connotation,system architecture,core elements,and characteristics of intelligent hydraulic construction,focusing on typical scenarios such as intelligent unmanned filling,intelligent unmanned compaction,and intelligent construction simulation.Cur-rently,hydraulic engineering construction is evolving from digitization,informatization,and localized intelligence toward the integration of virtual and real systems and systemic collaboration.However,research remains predomi-nantly focused on areas such as intelligent perception,state monitoring,automated process control,and localized decision optimization.Significant challenges persist regarding the core functions of embodied intelligence,such as deep understanding in complex environments,autonomous decision-making,and continuous evolution,as well as in aspects like group collaboration and trustworthy evolution.This paper provides a new theoretical framework for the future development of intelligent hydraulic engineering construction.
钟登华;王佳俊;张君;王栋;余红玲;余佳;关涛
中国农业大学 水利与土木工程学院,北京 100091||天津大学 水利工程智能建设与运维全国重点实验室,天津 300072天津大学 水利工程智能建设与运维全国重点实验室,天津 300072天津大学 水利工程智能建设与运维全国重点实验室,天津 300072中国农业大学 水利与土木工程学院,北京 100091中国农业大学 水利与土木工程学院,北京 100091天津大学 水利工程智能建设与运维全国重点实验室,天津 300072天津大学 水利工程智能建设与运维全国重点实验室,天津 300072
建筑与水利
水利工程智能建设智能体载体具身感知具身认知决策生成执行控制
intelligent construction of hydraulic engineeringembodied intelligenceembodied perceptionembod-ied cognitiondecision-generationembodied execution control
《水利学报》 2026 (1)
1-21,21
国家自然科学基金项目(52494970,52494975,52494973,U23B20148,52350420,52350417)
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