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Potential of remote sensing and open street data for flood mapping in poorly gauged areas: a case study in Gonaives, Haiti

机译:遥感和开放式街道数据在贫困地区的洪水制图潜力:以海地戈纳伊夫为例

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摘要

The Hispaniola Island, in the Caribbean tropical zone, is prone to extreme flood events. Floods are caused by tropical springs and hurricanes and may lead to human losses, economical damages, and spreading of waterborne diseases. Flood studies based upon hydrological and hydraulic modelling are hampered by almost complete lack of hydro-meteorological data. Thenceforth, and given the cost and complexity in the organization of field measurement campaigns, the need for exploitation of remote sensing data, and open source data bases. We present here a feasibility study to explore the potential of (i) high-resolution of digital elevation models (DEMs) from remote imagery and (ii) remotely sensed precipitation data, to feed hydrological flow routing and hydraulic flood modelling, applied to the case study of river La Quinte closed to Gonaives (585 km2), Haiti. We studied one recent flood episode, namely hurricane Ike in 2008, when flood maps from remote sensing were available for validation. The atmospheric input given by hourly rainfall was taken from downscaled Tropical Rainfall Measuring Mission (TRMM) daily estimates, and subsequently fed to a semi-distributed DEM-based hydrological model, providing an hourly flood hydrograph. Then, flood modelling using Hydrologic Engineering Center River Analysis System (HEC-RAS 1D, one-dimensional model for unsteady open channel flow) was carried out under different scenarios of available digital elevation models. The DEMs were generated using optical remote sensing satellite WorldView-1 and Shuttle Radar Topography Mission (SRTM), combined with information from an open source database (OpenStreetMap). Observed flood extent and land use have been extracted using Système Pour l’Observation de la Terre-4 (SPOT-4) imagery. The hydraulic model was tuned for floodplain friction against the observed flooded area. We compared different scenarios of flood simulation and the predictive power given by model tuning. Our study provides acceptable results in depicting flooded areas, especially considering the tremendous lack of ground data, and shows the potential of hydrological modelling approach fed by remote sensing information in Haiti, and in similarly data-scarce areas. Our approach may be useful to provide depiction of flooded areas for the purpose of (i) flood design for urban planning under a frequency-driven approach and (ii) forecasting of flooded areas for warning procedures, pending availability of weather forecast with proper lead time.
机译:加勒比热带地区的伊斯帕尼奥拉岛极易发生洪灾。洪水是由热带温泉和飓风引起的,可能导致人员伤亡,经济损失和水传播疾病的蔓延。几乎完全缺乏水文气象数据阻碍了基于水文和水力模型的洪水研究。此后,鉴于现场测量活动的组织成本和复杂性,需要开发遥感数据和开源数据库。我们在这里提出一项可行性研究,以探索(i)远程影像的高分辨率数字高程模型(DEM)和(ii)遥感降水数据为水文流动路线和水力洪水建模提供潜力的可能性拉海特河对海地Gonaives(585 km2)封闭的研究我们研究了最近的一次洪水事件,即2008年的艾克飓风,当时可利用遥感洪水地图进行验证。每小时降雨给出的大气输入来自缩小的热带降雨测量团(TRMM)的每日估计,然后输入基于半分布式DEM的水文模型,提供每小时洪水水位图。然后,在可用数字高程模型的不同情况下,使用水文工程中心河流分析系统(HEC-RAS 1D,用于非恒定明渠水流的一维模型)进行洪水建模。 DEM是使用光学遥感卫星WorldView-1和航天飞机雷达地形图任务(SRTM)结合开放源数据库(OpenStreetMap)的信息生成的。使用SystèmePour l'Observation de la Terre-4(SPOT-4)影像提取了观测到的洪水范围和土地利用。调整了水力模型,以使平原地区对观察到的洪水地区产生摩擦。我们比较了洪水模拟的不同情况和模型调整所提供的预测能力。我们的研究在描述洪水地区时提供了可接受的结果,尤其是考虑到地面数据的严重缺乏,并显示了由海地以及类似数据稀缺地区的遥感信息提供的水文建模方法的潜力。我们的方法可能有助于提供洪水泛滥区的描述,以达到以下目的:(i)频率驱动方法下的城市规划洪水设计;(ii)在有适当提前期的天气预报可用之前,对洪水泛滥区进行预警程序预报。

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