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On the Use of Global Flood Forecasts and Satellite-Derived Inundation Maps for Flood Monitoring in Data-Sparse Regions

机译:关于使用全球洪水预报和卫星淹没图进行数据稀疏地区的洪水监测

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Early flood warning and real-time monitoring systems play a key role in flood risk reduction and disaster response decisions. Global-scale flood forecasting and satellite-based flood detection systems are currently operating, however their reliability for decision-making applications needs to be assessed. In this study, we performed comparative evaluations of several operational global flood forecasting and flood detection systems, using 10 major flood events recorded over 2012–2014. Specifically, we evaluated the spatial extent and temporal characteristics of flood detections from the Global Flood Detection System (GFDS) and the Global Flood Awareness System (GloFAS). Furthermore, we compared the GFDS flood maps with those from NASA’s two Moderate Resolution Imaging Spectroradiometer (MODIS) sensors. Results reveal that: (1) general agreement was found between the GFDS and MODIS flood detection systems, (2) large differences exist in the spatio-temporal characteristics of the GFDS detections and GloFAS forecasts, and (3) the quantitative validation of global flood disasters in data-sparse regions is highly challenging. Overall, satellite remote sensing provides useful near real-time flood information that can be useful for risk management. We highlight the known limitations of global flood detection and forecasting systems, and propose ways forward to improve the reliability of large-scale flood monitoring tools.
机译:早期的洪水预警和实时监控系统在减少洪水风险和灾难响应决策中发挥着关键作用。全球范围的洪水预报和基于卫星的洪水探测系统目前正在运行,但是需要评估其在决策应用中的可靠性。在这项研究中,我们使用2012-2014年期间记录的10次主要洪水事件,对几种可操作的全球洪水预报和洪水检测系统进行了比较评估。具体来说,我们评估了来自全球洪水探测系统(GFDS)和全球洪水意识系统(GloFAS)的洪水探测的空间范围和时间特征。此外,我们将GFDS洪水地图与NASA的两个中等分辨率成像光谱仪(MODIS)的地图进行了比较。结果表明:(1)在GFDS和MODIS洪水探测系统之间达成了普遍共识;(2)GFDS探测和GloFAS预报的时空特征存在很大差异;(3)全球洪水的定量验证数据稀疏地区的灾难具有很高的挑战性。总体而言,卫星遥感提供了有用的近实时洪水信息,这些信息可用于风险管理。我们强调了全球洪水检测和预报系统的已知局限性,并提出了提高大型洪水监控工具可靠性的方法。

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