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首页> 外文期刊>Remote Sensing of Environment: An Interdisciplinary Journal >Detecting temporal changes in the extent of annual flooding within the Cambodia and the Vietnamese Mekong Delta from MODIS time-series imagery
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Detecting temporal changes in the extent of annual flooding within the Cambodia and the Vietnamese Mekong Delta from MODIS time-series imagery

机译:从MODIS时间序列影像中检测柬埔寨和越南湄公河三角洲内年度洪水泛滥的时间变化

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This paper presents the methodology used to detect temporal changes in the extent of annual flooding within the Cambodia and the Vietnamese Mekong Delta (VMD) based on MODIS time-series imagery (Wavelet-based Filter for detecting spatio-temporal changes in Flood Inundation; WFFI). This methodology involves the use of a wavelet-based filter to interpolate missing information and reduce the noise component in the time-series data, as proposed in a previous study. The smoothed time profiles of Enhanced Vegetation Index (EVI), Land Surface Water Index (LSWI), and the Difference Value between EVI and LSWI (DVEL) are obtained from MOD09 8-day composite time-series data (resolution: 500 m; time period: 2000-2005). The proposed algorithm was applied to produce time-series inundation maps (WFFI products) for the five annual flood seasons over the period from 2000 to 2004. The WFFI products were validated via comparisons with Landsat-derived results and inundation maps based on RADARSAT images, hydrological data, and digital elevation model data. Compared with the RADARSAT-derived inundation maps at the province level, the obtained RMSE range from 364 to 443 km{sup}2 and the determination coefficients [R{sup}2] range from 0.89 to 0.92. Compared with Landsat-derived results at the 10-km grid level, the obtained RMSE range from 6.8 to 15.2 km{sup}2 and the determination coefficients [R{sup}2] range from 0.77 to 0.97. The inundated area of flooded forests/marsh to the northeast of Tonle Sap Lake were underestimated, probably because of extensive vegetation cover in this area. The spatial characteristics of the estimated start dates, end dates, and duration of inundation cycles were also determined for the period from 2000 to 2004. There are clear contrasts in the distribution of the estimated end dates and duration of inundation cycles between large-scale floods (2000-2002) and medium- and small-scale floods (2003 and 2004). At the regional scale, the estimated start dates for the southern part of An Giang Province during 2003 and 2004 was distinctly later than that for surrounding areas. The results indicate that these triple-cropping areas enclosed by dikes increased in extent from 2003 to 2004. In contrast, the estimated end dates of inundation at the Co Do and Song Hau State Farms were clearly earlier than those for surrounding areas, although the estimated start dates were similar. Temporal changes in the inundation area of Flood pixels in the Dong Thap and Long An Provinces are in excellent agreement with daily water-level data recorded at Tan Chau Station. The estimated area of Long-term water body increased in size from 2000 to 2004, especially in coastal areas of the Ca Mau and Bac Lieu Provinces. Statistical data for Vietnam indicate that this trend may reflect the expansion of shrimp-farming areas. The WFFI products enable an understanding of seasonal and annual changes in the water distribution and environment of the Cambodia and the VMD from a global viewpoint.
机译:本文介绍了基于MODIS时间序列图像(基于小波的滤波器来检测洪水淹没时空变化的基于小波的滤波器)来检测柬埔寨和越南湄公河三角洲(VMD)内年度洪水泛滥的时间变化的方法)。如先前的研究中所提出的,这种方法涉及使用基于小波的滤波器来插值丢失的信息并减少时间序列数据中的噪声分量。增强植被指数(EVI),地表水指数(LSWI)以及EVI与LSWI之间的差值(DVEL)的平滑时间剖面是从MOD09 8天复合时间序列数据(分辨率:500 m;时间)获得的期间:2000-2005)。将该算法应用于2000年至2004年这5个年度洪水季节的时间序列淹没图(WFFI产品)。通过与Landsat得出的结果和基于RADARSAT图像的淹没图进行比较,验证了WFFI产品水文数据和数字高程模型数据。与基于RADARSAT的省域淹没图相比,所获得的RMSE范围为364至443 km {sup} 2,确定系数[R {sup} 2]的范围为0.89至0.92。与Landsat得出的10 km网格水平的结果相比,所获得的RMSE范围为6.8至15.2 km {sup} 2,确定系数[R {sup} 2]的范围为0.77至0.97。洞里萨湖东北部被洪水淹没的森林/沼泽的面积被低估了,这可能是因为该地区的植被被广泛覆盖。还确定了2000年至2004年期间的估计开始日期,结束日期和淹没周期持续时间的空间特征。在大规模洪水之间,估计结束日期和淹没周期持续时间的分布存在明显差异(2000年至2002年)和中小型洪水(2003年和2004年)。在区域范围内,安江省南部的估计开始日期在2003年和2004年明显晚于周边地区。结果表明,从2003年到2004年,这些被堤防包围的三重种植面积有所增加。相比之下,在科多和宋后州立农场,估计淹没的结束日期显然早于周围地区。开始日期相似。同塔省和隆安省洪水象素淹没区的时间变化与谭洲站每天记录的水位数据高度吻合。从2000年到2004年,长期水体的估计面积增加了,特别是在Ca Mau和Bac Lieu省的沿海地区。越南的统计数据表明,这一趋势可能反映了虾类养殖面积的扩大。 WFFI产品可以从全球角度了解柬埔寨和VMD的水分布和环境的季节性和年度变化。

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