中国防汛抗旱2024,Vol.34Issue(7):42-49,8.DOI:10.16867/j.issn.1673-9264.2023257
北京市不同流域典型降雨时空格局分析与应用
Analysis and application of typical rainfall temporal and spatial patterns in different watersheds of Beijing
石树兰 1屈东东 1高强 1刘媛媛 2刘业森 2李庭逸 1白赟豪1
作者信息
- 1. 北京市水文总站,北京 100089
- 2. 中国水利水电科学研究院,北京 100038
- 折叠
摘要
Abstract
With the development of urban construction,the frequency and spatial distribution of precipitation are constantly changing.The traditional design of rainfall patterns inference based on single or representative station is difficult to reflect the spatiotemporal comprehensive characteristics of rainfall processes,and cannot meet the requirements of accurately identifying the spatiotemporal distribution of rainfall.This article is based on 20 years of rainfall monitoring data(1999-2018)and takes different watersheds in the hilly and plain areas of Beijing as the research scope.Machine learning methods are used to extract typical rainfall features within each watershed range and analyze the rainfall characteristics of different watersheds.Overall,the spatiotemporal distribution characteristics of rainfall in plain areas are complex.Compared with rainfall in hilly areas,the spatiotemporal distribution characteristics of rainfall over different durations in plain areas vary greatly over time,and the rainfall characteristics are related to the underlying terrain.The research results are integrated and applied to the official query system of rainstorm design results in Beijing.It can provide basic technical support for the rational allocation planning and refined management of urban water resources,and flood control planning in Beijing.关键词
北京市/山丘区/平原区/机器学习/降雨时空格局Key words
Beijing/hilly watershed/plain watershed/machine learning/spatiotemporal pattern of rainfall分类
建筑与水利引用本文复制引用
石树兰,屈东东,高强,刘媛媛,刘业森,李庭逸,白赟豪..北京市不同流域典型降雨时空格局分析与应用[J].中国防汛抗旱,2024,34(7):42-49,8.