多源遥感融合的蓄滞洪区模拟水深校正方法Water depth correction method for flood storage and detention areas using multi-source remote sensing fusion
刘闯,王秀龙,黄海峰,刘毅,文清丰
摘要(Abstract):
针对无资料蓄滞洪区水动力模拟中常见的浅水区边缘扩算与深水区数值高估现象,以海河“23·7”流域性特大洪水期间启用的东淀蓄滞洪区为例,提出了一种融合多源遥感数据的分段阻尼校正方法(SDCM),针对不同水深区间的误差特征,构建了分段式非线性后处理校正框架:利用Sentinel-1/2遥感水陆动态边界作为空间约束,识别浅水区异常淹没;引入稀疏实测锚点数据,对深水区进行非线性阻尼修正。结果表明,SDCM能够较好缓解模拟中的双重偏差;相较于传统全局线性校正方法,其在浅水区改善和深水极值约束方面表现出更均衡的校正效果。经校正后,浅水异常淹没得到显著抑制,深水区极值相对偏差收敛至1.1%,全域平均修正幅度为0.81 m。该方法适用于高精度资料缺乏地区的洪水模拟校正,可为电力设施等关键基础设施的洪涝灾害测绘提供技术参考。
关键词(KeyWords): 洪水模拟;多源遥感;分段阻尼校正;双重偏差;蓄滞洪区
基金项目(Foundation): 国家电网有限公司总部管理科技项目(5500-202455159A-1-1-ZN)
作者(Author): 刘闯,王秀龙,黄海峰,刘毅,文清丰
DOI: 10.16251/j.cnki.1009-2307.2026.11.007
参考文献(References):
- [1] 杜晓鹤,何秉顺,徐卫红,等.海河“23·7”流域性特大洪水蓄滞洪区运用复盘及系统治理绿色发展的思考[J].中国防汛抗旱,2023,33(9):31-38.(DU Xiaohe,HE Bingshun,XU Weihong,et al.Retrospective operation in the “23·7” extreme flood storage and detention area of the Haihe River Basin and reflection on systematic governance and green development[J].China Flood & Drought Management,2023,33(9):31-38.)
- [2] 吴滨滨,于汪洋,马奉泉,等.海河“23·7”流域性特大洪水东淀蓄滞洪区洪水演进模拟与预报[J].中国防汛抗旱,2023,33(10):37-42.(WU Binbin,YU Wangyang,MA Fengquan,et al.Simulation and forecasting of flood evolution in Dongdian storage-detention area during Haihe “23·7” basin-wide extreme flood[J].China Flood & Drought Management,2023,33(10):37-42.)
- [3] 李彬权,陈丞,肖洋,等.平原圩区复合下垫面水文水动力耦合模型[J].水科学进展,2024,35(5):805-816.(LI Binquan,CHEN Cheng,XIAO Yang,et al.A hydrological and hydrodynamic coupling model in polder areas with a complex underlying surface[J].Advances in Water Science,2024,35(5):805-816.)
- [4] 李建柱,李磊菁,张婷,等.DEM数据源及分辨率对流域洪水模拟影响研究[J].水力发电学报,2023,42(3):26-40.(LI Jianzhu,LI Leijing,ZHANG Ting,et al.Effect of DEM data sources and resolutions on watershed flood simulations[J].Journal of Hydroelectric Engineering,2023,42(3):26-40.)
- [5] 王航,秦奋.遥感影像水体提取研究综述[J].测绘科学,2018,43(5):23-32.(WANG Hang,QIN Fen.Summary of the research on water body extraction and application from remote sensing image[J].Science of Surveying and Mapping,2018,43(5):23-32.)
- [6] 张娜,王萍,桑会勇,等.MODIS数据的洪水淹没亚像元制图研究[J].测绘科学,2019,44(2):164-170.(ZHANG Na,WANG Ping,SANG Huiyong,et al.Study of sub-pixel mapping of flood submerged range based on MODIS data[J].Science of Surveying and Mapping,2019,44(2):164-170.)
- [7] 郭山川,杜培军,蒙亚平,等.时序Sentinel-1A数据支持的长江中下游汛情动态监测[J].遥感学报,2021,25(10):2127-2141.(GUO Shanchuan,DU Peijun,MENG Yaping,et al.Dynamic monitoring on flooding situation in the Middle and Lower Reaches of the Yangtze River Region using Sentinel-1A time series[J].National Remote Sensing Bulletin,2021,25(10):2127-2141.)
- [8] 刘小燕,崔耀平,史志方,等.GEE平台下多源遥感影像对洪灾的监测[J].遥感学报,2023,27(9):2179-2190.(LIU Xiaoyan,CUI Yaoping,SHI Zhifang,et al.Monitoring of floods using multi-source remote sensing images on the GEE platform[J].Journal of Remote Sensing,2023,27(9):2179-2190.)
- [9] 李智贤,冯义楷,董志鹏,等.一种双时相融合的遥感影像无控水深反演方法[J].测绘科学,2025,50(7):184-194.(LI Zhixian,FENG Yikai,DONG Zhipeng,et al.A bathymetric inversion method based on dual-temporal merge of remote sensing images without in-situ data[J].Science of Surveying and Mapping,2025,50(7):184-194.)
- [10] US Army Corps of Engineers.HEC-RAS River Analysis System Hydraulic Reference Manual:Version 6.0[R].Davis:US Army Corps of Engineers,2021.
- [11] VASHIST K,SINGH K K.HEC-RAS 2D modeling for flood inundation mapping:a case study of the Krishna River Basin[J].Water Practice & Technology,2023,18(4):831-844.
- [12] HOOKER H,DANCE S L,MASON D C,et al.Assimilation of satellite flood likelihood data improves inundation mapping from a simulation library system[J].Meteorological Applications,2025,32(5):e70104.
- [13] SCHUMANN G,BATES P D,HORRITT M S,et al.Progress in integration of remote sensing-derived flood extent and stage data and hydraulic models[J].Reviews of Geophysics,2009,47(4):2008RG000274.
- [14] AFZAL M A,ALI S,NAZEER A,et al.Flood inundation modeling by integrating HEC-RAS and satellite imagery:a case study of the Indus River Basin[J].Water,2022,14(19):2984.
- [15] COHEN S,BRAKENRIDGE G R,KETTNER A,et al.Estimating floodwater depths from flood inundation maps and topography[J].JAWRA Journal of the American Water Resources Association,2018,54(4):847-858.
- [16] HAWKER L,BATES P,NEAL J,et al.Perspectives on digital elevation model (DEM) simulation for flood modeling in the absence of a high-accuracy open access global DEM[J].Frontiers in Earth Science,2018,6:233.
- [17] 河北省水利规划设计研究院有限公司.东淀蓄滞洪区(河北省部分)防洪工程与安全建设可行性研究报告[R].石家庄:河北省水利规划设计研究院有限公司,2023.(Hebei Institute of Water Resources Planning and Design Co.,Ltd.Feasibility study report on flood control projects and safety construction in Dongdian Flood Storage and Detention Area (Hebei Part)[R].Shijiazhuang:Hebei Institute of Water Resources Planning and Design Co.,Ltd.,2023.(in Chinese))
- [18] 天津市水务规划勘测设计有限公司.天津市东淀和文安洼蓄滞洪区工程与安全建设可行性研究报告[R].天津:天津市水务规划勘测设计有限公司,2023.(Tianjin Water Resources Planning,Survey and Design Co.,Ltd.Feasibility study report on engineering and safety construction of Dongdian and Wen’anwa flood storage and detention areas in Tianjin[R].Tianjin:Tianjin Water Resources Planning,Survey and Design Co.,Ltd.,2023.)
- [19] COURTY L G,SORIANO-MONZALVO J C,PEDROZO-ACU??A A.Evaluation of open-access global digital elevation models (AW3D30,SRTM,and ASTER) for flood modelling purposes[J].Journal of Flood Risk Management,2019,12(S1):e12550.
- [20 ] OTSU N.A threshold selection method from gray-level histograms[J].IEEE Transactions on Systems,Man,and Cybernetics,1979,9(1):62-66.
- [21] MCFEETERS S K.The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features[J].International Journal of Remote Sensing,1996,17(7):1425-1432.
- [22] 天津冀水禹顺科技咨询有限公司.全国重点地区洪水风险图编制项目海河流域东淀蓄滞洪区洪水风险图编制报告[R].天津:天津冀水禹顺科技咨询有限公司,2015.(Tianjin Jishui Yushun Technology Consulting Co.,Ltd.Report on the compilation of flood risk map for Dongdian Flood Storage and Detention Area in Haihe River Basin under the National Key Areas Flood Risk Map Compilation Project[R].Tianjin:Tianjin Jishui Yushun Technology Consulting Co.,Ltd.,2015.(in Chinese))
- [23] 吴滨滨,马奉泉,胡珊珊,等.海河“23·7”流域性特大洪水东淀蓄滞洪区洪水演进复盘分析[J].水资源保护,2025,41(5):96-105.(WU Binbin,MA Fengquan,HU Shanshan,et al.Retrospective analysis of flood propagation in Dongdian flood storage-detention area during “23·7”catastrophic flood in the Haihe River Basin[J].Water Resources Protection,2025,41(5):96-105.)
- [24] MORIASI D N,ARNOLD J G,VAN LIEW M W,et al.Model evaluation guidelines for systematic quantification of accuracy in watershed simulations[J].Transactions of the ASABE,2007,50(3):885-900.
- [25] 张晓雷,夏军强,李娜.网格尺度及村庄糙率对滩区洪水演进模拟结果的影响[J].水力发电学报,2016,35(10):48-57.(ZHANG Xiaolei,XIA Junqiang,LI Na.Impacts of mesh scale and village region roughness on predictions of flood inundation over complex floodplains[J].Journal of Hydroelectric Engineering,2016,35(10):48-57.)