Google Earth Engine ——MERIT Hydro在空间覆盖面(90N和60S之间)和小溪流的代表性方面改进了现有的全球水文地理数据集100米分辨率
作者:互联网
MERIT Hydro is a new global flow direction map at 3 arc-second resolution (~90 m at the equator) derived from the version 1.0.3 of the MERIT DEM elevation data and water body datasets (G1WBM, GSWO and OpenStreetMap).
MERIT Hydro contains the output of a new algorithm that extracts river networks near-automatically by separating actual inland basins from noise caused by the errors in input elevation data. After a minimum amount of hand-editing, the constructed hydrography map shows good agreement with existing quality-controlled river network datasets in terms of flow accumulation area and river basin shape (see Figure 9a in the paper). The location of river streamlines was realistically aligned with existing satellite-based global river channel data (see Figure 10a in the paper). Relative error in the drainage area was smaller than 0.05 for 90% of GRDC gauges, confirming the accuracy of the delineated global river networks. Discrepancies in flow accumulation area were found mostly in arid river basins containing depressions that are occasionally connected at high water levels and thus resulting in uncertain watershed boundaries.
MERIT Hydro improves on existing global hydrography datasets in terms of spatial coverage (between 90N and 60S) and representation of small streams, mainly due to increased availability of high-quality baseline geospatial datasets.
You can use this web app to visualize MERIT Hydro data. The app's source code is available.
Known Problems:
- River width (Update from GWD-LR v1): Width algorithm was updated to consider sub-pixel water fraction. Now, 30 m water map is used for width calculation at 90 m resolution. Currently river width is calculated for each channel separately in braided/anabranching sections. Merged river width should be calculated.
- Water body map: There are some inconsistencies between the DEM land sea mask and wate body data (such as new islands along the coast). The quality of OpenStreeetMap water body layer is not uniform in all areas.
- Channel bifurcations: Channel bifurcation is not well represented in the current version. Each pixel is assumed to have only one downstream direction. Secondary (or multiple) downstream direction should be considered, to represent complex river networks in the delta regions, floodplains, and braided rivers.
- Underground rivers/tunnels: Major underground rivers/tunnels should be implemented to improve large-scale water balance.
- River/lake separation: Rivers and lakes need to be separated better for some applications.
- Below-sea-level areas: The areas below sea level in coastal regions are not well represented in adjusted elevation data.
- Flow direction over glaciers: Flow direction over glaciers is not well represented, because the elevation of glacier centerline is higher than glacier edge.
- Supplementary data: It would be better to add location of GRDC gauging stations, water falls, reservoirs, etc.
Data Sources:
- U-Tokyo MERIT DEM
- U-Tokyo G1WBM water body data
- OpenStreetMap water body layer
- EC-JRC Global Surface Water Occurrence
- U-Maryland Landsat forest cover data
MERIT Hydro是一个新的全球流向图,分辨率为3弧秒(赤道上约90米),来源于MERIT DEM高程数据和水体数据集(G1WBM、GSWO和OpenStreetMap)的1.0.3版本。
MERIT Hydro包含一个新算法的输出,该算法通过将实际的内陆盆地从输入高程数据的误差造成的噪声中分离出来,近乎自动地提取河流网络。经过最低限度的手工编辑,构建的水文地理图在流量积聚区和流域形状方面与现有质量控制的河网数据集显示出良好的一致性(见论文中的图9a)。河流流线的位置与现有的基于卫星的全球河道数据真实一致(见论文中的图10a)。90%的GRDC测站的排水面积的相对误差小于0.05,证实了划定的全球河网的准确性。流域积聚面积的差异主要出现在干旱的河流流域,这些流域含有洼地,在高水位时偶尔会连接起来,从而导致流域边界不确定。
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MERIT Hydro在空间覆盖面(90N和60S之间)和小溪流的代表性方面改进了现有的全球水文地理数据集,这主要是由于高质量基线地理空间数据集的可用性增加。
你可以使用这个网络应用程序来可视化MERIT Hydro数据。该应用程序的源代码是可用的。
已知问题。
河流宽度(从GWD-LR v1更新)。宽度算法已经更新,以考虑子像素的水分量。现在,在90米的分辨率下,30米的水图被用于计算宽度。目前,河道宽度是在辫状/anabranching河段分别计算的。应该计算合并后的河流宽度。
水体地图。DEM陆海掩码和水体数据之间存在一些不一致的地方(如沿海的新岛屿)。OpenStreeetMap水体层的质量在所有地区都不一致。
海峡分岔。海峡分叉在当前版本中没有得到很好的体现。每个像素被假定为只有一个下游方向。应考虑第二(或多个)下游方向,以表示三角洲地区、洪泛区和辫状河道的复杂河网。
地下河/地道。应实施主要的地下河/地道,以改善大规模的水平衡。
河流/湖泊分离。河流和湖泊在某些应用中需要更好地分离。
海平面以下地区。沿海地区的海平面以下区域在调整后的高程数据中没有得到很好的体现。
冰川上的流向。由于冰川中心线的高程高于冰川边缘,所以冰川上的流向没有得到很好的体现。
补充数据。最好增加GRDC测量站、瀑布、水库等的位置。
数据来源。U-Tokyo MERIT DEM
U-Tokyo G1WBM水体数据
OpenStreetMap水体层
EC-JRC全球地表水出现情况
U-Maryland Landsat森林覆盖数据
Dataset Availability
1987-01-01T00:00:00 - 2017-01-01T00:00:00
Dataset Provider
Dai Yamazaki (University of Tokyo)
Collection Snippet
ee.Image("MERIT/Hydro/v1_0_1")
Resolution
92.77 meters
Bands Table
Name | Description | Units |
---|---|---|
elv | Elevation | meters |
dir | Flow Direction (Local Drainage Direction) * 1: east * 2: southeast * 4: south * 8: southwest * 16: west * 32: northwest * 64: north * 128: northeast * 0: river mouth * -1: inland depression | |
wth | River channel width at the channel centerlines. River channel width is calculated by the method described in [Yamazaki et al. 2012, WRR], with some improvements/changes on the algorithm. | |
wat | Land and permanent water * 0: Land * 1: permanent water | |
upa | Upstream drainage area (flow accumulation area) | km^2 |
upg | Upstream drainage pixel (flow accumulation grid). | Number of upstream pixels |
hnd | Hydrologically adjusted elevations, also know as "hand" (height above the nearest drainage). The elevations are adjusted to satisfy the condition "downstream is not higher than its upstream" while minimizing the required modifications from the original DEM. The elevation above EGM96 geoid is represented in meters, and the vertical increment is set to 10cm. For detailed method, see [Yamazaki et al., 2012, WRR]. | meters |
viswth | Visualization of the river channel width. |
使用说明:
'Citation to the paper is adequate if you simply use MERIT DEM. If you asked for help for additional handling/editing of the dataset, or if your research outcome highly depends on the product, the developer would request co-authorship.
MERIT DEM is licensed under a Creative Commons "CC-BY-NC 4.0" or Open Data Commons "Open Database License (ODbL 1.0)". With a dual license, you can choose an appropriate license for you.
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MERIT DEM的版权由开发者持有,2018年,所有权利保留。
引用:
Yamazaki D., D. Ikeshima, R. Tawatari, T. Yamaguchi, F. O'Loughlin, J.C. Neal, C.C. Sampson, S. Kanae & P.D. Bates. A high accuracy map of global terrain elevations. Geophysical Research Letters, vol.44, pp.5844-5853, 2017. doi:10.1002/2017GL072874
标签:Engine,Google,MERIT,water,DEM,小溪流,river,data,Hydro 来源: https://blog.csdn.net/qq_31988139/article/details/120457574