城市场次降雨情景库构建及预报降雨匹配技术Construction of urban rainfall scenario database and matching technology for predicting rainfall
杨子昕,王佳,刘家宏,王浩,梅超,李峰平
摘要(Abstract):
【目的】城市降雨具有高度的不确定性和时空变异性,现阶段洪涝风险预测、应急响应预案的时效性和有效性有待加强。为提高“预报降雨—灾害风险识别—应急响应预案”的时效性和有效性【方法】提出了一种基于自组织特征映射网络的数据密集型城市场次降雨情景库构建方法和基于动态时间弯曲法的预报降雨与情景库场次降雨匹配技术。以北京城市副中心通县站1980—2015年(36年)的小时降雨监测数据作为情景库数据基础,并以同地区2023年降雨数据作为“预报降雨”进行匹配方法验证。【结果】结果显示:构建的城市场次降雨情景库可全面、有效的反映研究区域降雨特征。“预报降雨”匹配效果良好,平均纳什系数达到0.73,降雨总量平均相对误差为0.17,降雨量峰值平均相对误差为0.09。【结论】该方法可快速实现实时预报降雨与情景库中场次降雨的匹配,通过情景库中预置洪涝风险及应急预案知识库,实现城市洪涝风险的有效识别和及时响应。
关键词(KeyWords): 雨型;动态时间弯曲;城市洪涝;预报降雨;风险评估;洪水;降水;气候变化
基金项目(Foundation): 国家重点研发计划项目(2022YFC3090600);; 国家自然科学基金项目(52192671);; 重点实验室项目(SKL2022TS11)
作者(Author): 杨子昕,王佳,刘家宏,王浩,梅超,李峰平
DOI: 10.13928/j.cnki.wrahe.2024.10.002
参考文献(References):
- [1] 马占云,任佳雪,陈海涛,等.IPCC第一工作组评估报告分析及建议[J].环境科学研究,2022,35(11):2550-2558.MA Zhanyun,REN Jiaxue,CHEN Haitao,et al.Analysis and recommendations of IPCC Working Group I Assessment Report[J].Research of Environmental Sciences,2022,35(11):2550-2558.
- [2] 张建云,王银堂,贺瑞敏,等.中国城市洪涝问题及成因分析[J].水科学进展,2016,27(4):485-491.ZHANG Jianyun,WANG Yintang,HE Ruimin,et al.Discussion on the urban flood and waterlogging and causes analysis in China[J].Advances in Water Science,2016,27(4):485-491.
- [3] 刘家宏,梅超,王佳,等.北京市门头沟流域“23·7”特大暴雨洪水过程分析[J].中国防汛抗旱,2023,33(9):50-55.LIU Jiahong,MEI Chao,WANG Jia,et al.Flood survey of “23·7” heavy rain in Mentougou Watershed of Beijing[J].China Flood & Drought Management,2023,33(9):50-55.
- [4] 刘家宏,裴羽佳,梅超,等.郑州“7·20”特大暴雨内涝成因及灾害防控[J].郑州大学学报(工学版),2023,44(2):38-45.LIU Jiahong,PEI Yujia,MEI Chao,et al.Waterlogging Cause and Disaster Prevention and Control of “7·20” Torrential Rain in Zhengzhou[J].Journal of Zhengzhou University (Engineering Science),2023,44(2):38-45.
- [5] 胡庆芳,张野,李伶杰,等.GPM近实时反演数据对河南省2021年“7.20”极端暴雨的比较分析[J].水科学进展,2022,33(4):567-580.HU Qingfang,ZHANG Ye,LI Lingjie,et al.Comparative evaluation of GPM near-real-time precipitation products during the 20 July 2021 extreme rainfall event in Henan Province[J].Advances in Water Science,2022,33(4):567-580.
- [6] 国务院灾害调查组.河南郑州“7·20”特大暴雨灾害调查报告[R].北京:中华人民共和国应急管理部,2022.The State Council Disaster Investigation Team.The investigation report of “July 20” heavy rain disaster in Zhengzhou,Henan Province[R].Beijing:Ministry of Emergency Management of the People′s Republic of China,2022.
- [7] 鲁佳慧,刘家宏,刘创,等.城市排水系统韧性评估研究进展[J].水利水电技术(中英文),2024,55(1):1-10.LU Jiahui,LIU Jiahong,LIU Chuang,et al.Research progress on urban drainage system resilience evaluation[J].Water Resources and Hydropower Engineering,2024,55(1):1-10.
- [8] 姚蕊,杨群涛,张书亮.城市暴雨内涝灾害脆弱性研究综述[J].水资源保护,2023,39(1):93-100.YAO Rui,YANG Quntao,ZHANG Shuliang.Review on vulnerability of urban rainstorm waterlogging disaster[J].Water Resources Protection,2023,39(1):93-100.
- [9] 曹雪健,许金玉,戚友存.“三道防线”建设赋能城市洪水预报:内在机理和技术路径[J].水利发展研究,2024,24(8):27-30.CAO Xuejian,XU Jinyu,QI Youcun.Empowering urban flood forecasting with the construction of “three lines of defense”:internal mechanism and technical path[J].Water Resources Development Research,2024,24 (8):27-30.
- [10] 王凯丰,张洪斌,力刚,等.城市洪涝韧性的研究进展及关键支撑技术综述[J].水利水电技术(中英文),2023,54(11):77-88.WANG Kaifeng,ZHANG Hongbin,LI Gang,et al.Advances in urban flood resilience study and its key supporting technologies review[J].Water Resources and Hydropower Engineering,2023,54(11):77-88.
- [11] 刘家宏,梅超,刘宏伟,等.特大城市外洪内涝灾害链联防联控关键科学技术问题[J].水科学进展,2023,34(2):172-181.LIU Jiahong,MEI Chao,LIU Hongwei,et al.Key scientific and technological issues of joint prevention and control of river flood and urban waterlogging disaster chain in megacities[J].Advences in Water Science,2023,34(2):172-181.
- [12] 郝思佳,王文川,马强,等.基于水文水动力模型的山洪灾害复盘策略:以河南王宗店村“7·20”山洪为例[J].水利水电技术(中英文),2023,54(6):1-11.HAO Sijia,WANG Wenchuan,MA Qiang,et al.A numerical rehearsal strategy of flash flood disaster with hydrological and hydrodynamic modelling.Case study of “7.20” flash flood disaster in Wangzongdian Village,Henan Province[J].Water Resources and Hydropower Engineering,2023,54(6):1-11.
- [13] 刘家宏,石虹远,梅超,等.城市下垫面空间格局对社区尺度内涝过程的影响模拟[J].水科学进展,2022,33(6):881-893.LIU Jiahong,SHI Hongyuan,MEI Chao,et al.Effect of urban subsurface spatial pattern on community-scale flooding processes via numerical simulation[J].Advances in Water Science,2022,33(6):881-893.
- [14] 黄国如,陈易偲,姚芝军.高度城镇化背景下珠三角地区极端降雨时空演变特征[J].水科学进展,2021,32(2):161-170.HUANG Guoru,CHEN Yicai,YAO Zhijun.Spatial and temporal evolution characteristics of extreme rainfall in the Pearl River Delta under high urbanization[J].Advances in Water Science,2021,32(2):161-170.
- [15] 胡彩虹,姚依晨,刘成帅,等.降雨雨型对城市内涝的影响[J].水资源保护,2022,38(6):15-21,87.HU Caihong,YAO Yichen,LIU Chengshuai,et al.Effects of rainfall patterns on urban waterlogging[J].Water Resources Protection,2022,38(6):15-21,87.
- [16] 岑国平,沈晋,范荣生.城市设计暴雨雨型研究[J].水科学进展,1998,9(1):41-46.Cen Guoping,Shen Jin,FAN Rongsheng.Research on Rainfall Pattern of Urban Design Storm[J].Advances in Water Science,1998,9(1):41-46.
- [17] 兰仟,林凯荣,黄利燕,等.深圳城市两级排水系统设计暴雨重现期的衔接关系[J].南水北调与水利科技(中英文),2023,21(3):522-530.LAN Q,LIN K R,HUANG L Y,et al.Cohesive relationship of design storm return period of two-stage urban drainage system in Shenzhen City[J].South-to-North Water Transfers and Water Science & Technology,2023,21(3):522-530.
- [18] 卓雄,格日乐,上官海东,等.基于暴雨强度公式的设计雨型[J].城市道桥与防洪,2022(11):118-121.ZHUO Xiong,GE Rile,SHANGGUAN Haidong.Design of rain plough based on rainstorm intensity formula[J].Urban Roads Bridges & Flood Control,2022(11):118-121.
- [19] 孙舯,王春婷,张泽玉,等.芝加哥降雨过程线模型的改进[J].山东农业大学学报(自然科学版),2022,53(1):157-162.SUN Zhong,WANG Chunting,ZHANG Zeyu.Improvement for the Linear Chicago Rainfall Model[J].Journal of Shandong Agricultural University (Natural Science Edition),2022,53(1):157-162.
- [20] MU Dengrui,LUO Pingping,LYU Jiqiang,et al.Impact of temporal rainfall patterns on flash floods in Hue City,Vietnam[J].Journal of Flood Risk Management,2021,14(1):e12668.
- [21] 李家科,张兆鑫,蒋春博,等.海绵城市生物滞留设施关键技术研究进展[J].水资源保护,2020,36(1):1-8.LI Jiake,ZHANG Zhaoxin,JIANG Chunbo,et al.Research progress on key technologies of bioretention facilities for sponge city construction[J].Water Resources Protection,2020,36(1):1-8.
- [22] 朱寒松,董增川,曲兆松,等.基于SWMM模型的城市工业园区低影响开发效果模拟与评估[J].水资源保护,2019,35(2):32-36.ZHU Hansong,DONG Zengchuan,QU Zhaosong,et al.Simulation and evaluation of low impact development effect of urban industrial park based on SWMM[J].Water Resources Protection,2019,35(2):32-36.
- [23] 周波,柏景.后城市公共空间形态的复杂性与矛盾性[J].规划师,2007,23(4):10-14.ZHOU Bo,BAI Jing.The Complexity and Contradiction of the Post-Urban Public Space Form[J].Planners,2007,23(4):10-14.
- [24] 杨文宇,李哲,倪广恒,等.基于天气雷达的长江三峡暴雨临近预报方法及其精度评估[J].清华大学学报(自然科学版),2015,55(6):604-611.YANG Wenyu,LI Zhe,NI Guangheng,et al.Evaluation of a radar-based storm nowcasting method in the Three Gorges[J].Journal of Tsinghua University (Science and Technology),2015,55(6):604-611.
- [25] 温煦,王腾飞.通州区近40年气候变化特征分析[J].安徽农业科学,2013,41(5):2168-2171.WEN Xu,WANG Tengfei.Analysis of Climate Change Characteristics in Tongzhou District over the Past 40 Years[J].Journal of Anhui Agricultural Sciences,2013,41(5):2168-2171.
- [26] KOHONEN T.The self-organizing map[J].Proceedings of the IEEE,1990,78(9):1464-1480.
- [27] Georgios Detorakis,Antoine Chaille and Nicolas Rougier.Stability analysis of a neural field self-organizing map[J].Journal Of Mathematical Neuroscience,2020,10(1):20.
- [28] 冉启胜,张哲,韩杰祥,等.基于改进动态时间弯曲距离算法的直流配电网线路纵联保护方案.[J].电力自动化设备,2022,42(12):157-164.RAN Qisheng,ZHANG Zhe,HAN Jiexiang,et al.Pilot protection scheme for DC distribution network based on improved dynamic time warping distance algorithm[J].Electric Power Automation Equipment,2022,42(12):157-164.
- [29] 宋军英,崔益伟,李欣然,等.基于欧氏动态时间弯曲距离与熵权法的负荷曲线聚类方法[J].电力系统自动化,2020,44(15):87-94.SONG Junying,CUI Yiwei,LI Xinran,et al.Load curve clustering method based on Euclidean dynamic time warping distance and entropy weight[J].Automation of Electric Power Systems,2020,44(15):87-94.
- [30] 许冲冲,罗勋华,郭上华,等.基于时间序列压缩动态时间弯曲距离故障区段定位[J].电测与仪表,2019,56(10):127-133.XU Chongchong,LUO Xunhua,GUO Shanghua,et al.A fault section location method based on dynamic time warping distance with compress time sequence[J].Electrical Measurement & Instrumentation,2019,56(10):127-133.
- [31] 冯成林,吴淑珍.一种噪声环境下的语音识别方法(线性预测误差法)的研究[J].北京大学学报(自然科学版),2000,36(5):665-671.FENG Chenglin,WU Shuzhen.A study on noisy speech recognition (linear predictive coding prediction error)[J].Acta Scientiarum Naturalium Universitatis Pekinensis,2000,36(5):665-671.
- [32] 解本铭,韩明明,张攀,等.飞机牵引车语音识别的动态时间规整优化算法[J].计算机应用,2018,38(6):1771-1776.XIE Benming,HAN Mingming,ZHANG Pan,et al.Optimization algorithm of dynamic time warping for speech recognition of aircraft towing vehicle[J].Journal of Computer Applications,2018,38(6):1771-1776.
- [33] Dave Deriso and Stephen Boyd.A general optimization framework for dynamic time warping[J].Optimization and Engineering,2023,24(2):1411-1432.
- [34] ZOU Zheng,NIE Mingxing,LIU Xingsheng,et al.Improved LDTW Algorithm Based on the Alternating Matrix and the Evolutionary Chain Tree[J].Sensors,2022,22(14):5305.
- [35] 中华人民共和国国家质量监督检验检疫总局.降水等级标准:GB/T 28592—2012[S].北京:中国标准出版社,2012.General Administration of Quality Supervision,Inspection and Quarantine of the People′s Republic of China.Grade of precipitation:GB/T 28592—2012[S].Beijing:Standards Press of China,2012.
- [36] 秦国帅.极端水文事件对水安全保障的影响及应对措施[J].水利发展研究,2022,22(9):10-13.QIN Guoshuai.Impact of extreme hydrological events on water security and response measures[J].Water Resources Development Research,2022,22 (9):10-13.
- [37] 张石,郑东健,武鑫.降雨类型对粉土边坡渗流及稳定性的影响[J].水力发电,2022,48(9):34-39.ZHANG Shi,ZHENG Dongjian,WU Xin.Influence of rainfall types on seepage and stability of silt slope[J].Water Power,2022,48(9):34-39.
- [38] 艾静,廖子元,方定懿,等.上海市设计雨型对雨水管网模拟的影响研究[J].山西建筑,2017,43(21):99-101.AI Jing,LIAO Ziyuan,FANG Dingyi,et al.Influence of rainfall pattern on storm drainage network modeling in Shanghai[J].Shanxi Architecture,2017,43(21):99-101.
- [39] 莫洛科夫 M B,施果林 Γ Γ.雨水道与合流水道(理论与计算)[M].北京:建筑工程出版社,1959.МОЛОКОД M B,ЖИГОРИН ΓΓ.Storm Drains and Combined Watercourses (Theory and Calculations)[M].Beijing:Architectural Engineering Press,1959.
- [40] HE Jie,FENG Puyu,ZHUANG Wei,et al.Centennial annual rainfall pattern changes show an increasing trend with higher variation over Northern Australia[J].Journal of Hydrometeor,2022,23(8):1333-1349.