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Drought and flood monitoring for a large karst plateau in Southwest China using extended GRACE data

机译:利用扩展的GRACE数据监测中国西南一个大型喀斯特高原的干旱和洪水

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Droughts and floods alternately occur over a large karst plateau (Yun–Gui Plateau) in Southwest China. Herewe show that both the frequency and severity of droughts and floods over the plateau are intensified during the recent decade from three-decade total water storage anomalies (TWSA) generated by Gravity Recovery and Climate Experiment (GRACE) satellite data and artificial neural network (ANN) models. The developed ANN models performed well in hindcasting TWSA for the plateau and its three sub-regions (i.e., the upper Mekong River, Pearl River, and Wujiang River basins), showing coefficients of determination (R~2) of 0.91, 0.83, 0.76, and 0.57, respectively. The intensified climate extremes are indicative of large changes in the hydrological cycle and brought great challenges in water resource management there. TheTWSA of the plateau remained fairly stable during the 1980s, and featured an increasing trend at a rate of 5.9±0.5mm/a in the 1990s interspersed extreme flooding in 1991 and during the second half of the 1990s. Since 2000, the TWSA fluctuated drastically, featuring severe spring droughts from2003 to 2006, the most extreme spring drought on record in 2010, and severe flooding in 2008. TheTWSA of the upperMekong has decreased by ~100mm(~15km~3) comparedwith that at the end of the 1990s. In addition to hindcastingTWSA, the developed approach could be effective in generating future TWSA and potentially bridge the gap between the current GRACE satellites and the GRACE Follow-On Mission expected to launch in 2017.
机译:干旱和洪水交替发生在中国西南部的一个大型喀斯特高原(云贵高原)上。本文显示,近十年来,由于重力恢复和气候实验(GRACE)卫星数据和人工神经网络(ANN)产生的三十年总储水量(TWSA),高原干旱和洪水的频率和严重性都在加剧。 ) 楷模。所建立的人工神经网络模型在高原及其三个子区域(即湄公河上游,珠江和吴江流域)的TWSA预报中表现良好,其确定系数(R〜2)为0.91、0.83、0.76和0.57。极端气候的加剧表明水文循环发生了巨大变化,给那里的水资源管理带来了巨大挑战。高原的TWSA在1980年代保持相当稳定,并且在1990年代以5.9±0.5mm / a的速率增加,其特征是在1991年和1990年代下半年间散布着极端洪水。自2000年以来,TWSA剧烈波动,2003年至2006年是春季干旱,2010年是有记录以来最严重的春季干旱,2008年是洪灾。与上年相比,湄公河上游的TWSA减少了约100mm(〜15km〜3)。 1990年代末。除了后播TWSA之外,已开发的方法还可以有效地产生未来的TWSA,并有可能弥合当前GRACE卫星与预计于2017年发射的GRACE后续任务之间的差距。

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