摘要
概述了中长期径流变化的主要影响因素,从发展历程和研究方法两个角度总结了中长期径流预报方法。从研究技术、径流成因、数据驱动模型、预报不确定性4个方面综述了中长期径流预报的研究进展,分析了在径流关键驱动因子及其驱动机制、数据驱动方法的物理可解释性、预报结果的不确定性认识等方面研究的不足,指出未来应注重对中长期径流物理成因、预报方法适用性和可靠性、中长期径流演变相关研究成果的应用等方面的研究。
A summary was made on the the driving factors of mid-long term runoff evolution as well as the classification of mid-long term runoff prediction methods and models from angles of development processes and research methods.The research progress of mid-long term runoff prediction was reviewed from four aspects,including research techniques,physical causes,data-driven models,and prediction uncertainty,and the deficiencies in the research of the key driving factors of runoff and their driving mechanisms,the physical interpretability of data-driven methods,and the uncertainty of prediciton were analyzed.It is pointed out that future research should focus on physical causes of mid-long term runoff evolution,the applicability and reliability of prediction methods,and application of relevant research results of mid-long term runoff evolution.
作者
孙周亮
刘艳丽
张建云
陈华
舒章康
陈鑫
金君良
刘翠善
鲍振鑫
王国庆
SUN Zhouliang;LIU Yanli;ZHANG Jianyun;CHEN Hua;SHU Zhangkang;CHEN Xin;JIN Junliang;LIU Cuishan;BAO Zhenxin;WANG Guoqing(State Key Laboratory of Water Resources and Hydropower Engineering Science,Wuhan University,Wuhan 430072,China;State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering,Nanjing Hydraulic Research Institute,Nanjing 210098,China;Yangtze Institute for Conservation and Development,Nanjing 210098,China;Research Center for Climate Change of Ministry of Water Resources,Nanjing 210029,China)
出处
《水资源保护》
EI
CAS
CSCD
北大核心
2023年第2期136-144,223,共10页
Water Resources Protection
基金
国家重点研发计划(2018YFC1508104)
国家自然科学基金(52079079,91847301,92047203)
江苏省自然科学基金(BK20191129)。
关键词
中长期径流
预报方法
数据驱动模型
径流成因
不确定性
mid-long term runoff
prediction method
data-driven model
physical causes of runoff
uncertainty