水利信息化Issue(6)：1-5,5.DOI:10.19364/j.1674-9405.2025.06.001
基于人工智能技术的水库防洪调度决策模式研究
Research on reservoir flood control dispatch decision-making mode based on artificial intelligence technology
摘要
Abstract
Traditional reservoir flood control dispatch decisions primarily rely on consultations and historical experience,and are constrained by the number,scope,and expertise of professionals,resulting in strong subjectivity and lengthy decision-making processes.To enhance the scientific and objective basis of reservoir flood control dispatch,this study proposed the decision-making model based on artificial intelligence technology.First,a reservoir flood control operation knowledge base was developed to integrate diverse categories of operational expertise.Then,a gated neural network was applied to train and adjust the weights of multiple models.Ultimately forming a hybrid expert model enriched with expert knowledge and intelligent recommendation capabilities.To verify feasibility and applicability in real-world settings,the proposed method was compared with traditional decision-making approaches.The results showed that the reservoir flood control dispatch decision-making mode based on artificial intelligence can rapidly identify the most similar historical events from extensive datasets and comprehensively assess current plans through the hybrid expert model.This significantly strengthens the comprehensiveness and objectivity of reservoir flood control plan formulation and provides a new technical reference and research paradigm for reservoir flood control dispatch.关键词
水库防洪调度/人工智能/知识图谱/大模型/数字孪生/决策模式Key words
reservoir flood control dispatch/artificial intelligence/knowledge graph/large model/digital twin/decision-making mode分类
建筑与水利引用本文复制引用
LI Lei,FENG Jun,ZHI Wei,ZHOU Siyuan,LI Linyi,MENG Lingkui..基于人工智能技术的水库防洪调度决策模式研究[J].水利信息化,2025,(6):1-5,5.基金项目
国家重点研发计划项目(2021YFB3900605) （2021YFB3900605）
