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DEM 网格尺寸对 AnnAGNPS 模拟和坡度修正的影响。

Effect of DEM mesh size on AnnAGNPS simulation and slope correction.

机构信息

College of Resources, Environment and Tourism, Capital Normal University, Beijing 100048, China.

出版信息

Environ Monit Assess. 2011 Aug;179(1-4):267-77. doi: 10.1007/s10661-010-1734-7. Epub 2010 Oct 19.

Abstract

The objective of this paper is to study the impact of the mesh size of the digital elevation model (DEM) on terrain attributes within an Annualized AGricultural NonPoint Source pollution (AnnAGNPS) Model simulation at watershed scale and provide a correction of slope gradient for low resolution DEMs. The effect of different grid sizes of DEMs on terrain attributes was examined by comparing eight DEMs (30, 40, 50, 60, 70, 80, 90, and 100 m). The accuracy of the AnnAGNPS stimulation on runoff, sediments, and nutrient loads is evaluated. The results are as follows: (1) Rnoff does not vary much with decrease of DEM resolution whereas soil erosion and total nitrogen (TN) load change prominently. There is little effect on runoff simulation of AnnAGNPS modeling by the amended slope using an adjusted 50 m DEM. (2) A decrease of sediment yield and TN load is observed with an increase of DEM mesh size from 30 to 60 m; a slight decrease of sediment and TN load with the DEM mesh size bigger than 60 m. There is similar trend for total phosphorus (TP) variation, but with less range of variation, the simulation of sediment, TN, and TP increase, in which sediment increase up to 1.75 times compared to the model using unadjusted 50 m DEM. In all, the amended simulation still has a large difference relative to the results using 30 m DEM. AnnAGNPS is less reliable for sediment loading prediction in a small hilly watershed. (3) Resolution of DEM has significant impact on slope gradient. The average, minimum, maximum of slope from the various DEMs reduced obviously with the decrease of DEM precision. For the grade of 0∼15°, the slopes at lower resolution DEM are generally bigger than those at higher resolution DEM. But for the grade bigger than 15°, the slopes at lower resolution DEM are generally smaller than those at higher resolution DEM. So it is necessary to adjust the slope with a fitting equation. A cubic model is used for correction of slope gradient from lower resolution to that from higher resolution. Results for Dage watershed showed that fine meshes are desired to avoid large underestimates of sediment and total nitrogen loads and moderate underestimates of total phosphorus loads even with the slopes for the 50 m DEM adjusted to be more similar to the slopes from the 30 m DEM. Decreasing the mesh size beyond this threshold does not substantially affect the computed runoff flux but generated prediction errors for nitrogen and sediment yields. So the appropriate DEM will control error and make simulation at acceptable level.

摘要

本文旨在研究数字高程模型(DEM)的网格大小对流域尺度内年度农业非点源污染(AnnAGNPS)模型模拟中地形属性的影响,并为低分辨率 DEM 提供坡度梯度修正。通过比较八种 DEM(30、40、50、60、70、80、90 和 100 m),研究了不同 DEM 网格大小对地形属性的影响。评估了 AnnAGNPS 对径流量、沉积物和养分负荷的模拟精度。结果如下:(1)随着 DEM 分辨率的降低,Rnoff 变化不大,而土壤侵蚀和总氮(TN)负荷变化显著。使用调整后的 50 m DEM 修正坡度对 AnnAGNPS 模型的径流量模拟影响不大。(2)随着 DEM 网格尺寸从 30 增加到 60 m,泥沙和 TN 负荷减少;DEM 网格尺寸大于 60 m 时,泥沙和 TN 负荷略有减少。TP 变化趋势相似,但变化范围较小,模拟的泥沙、TN 和 TP 增加,其中泥沙增加到使用未经调整的 50 m DEM 的模型的 1.75 倍。总体而言,修正后的模拟结果与使用 30 m DEM 的结果仍有较大差异。AnnAGNPS 对小丘陵流域泥沙负荷预测的可靠性较低。(3)DEM 的分辨率对坡度梯度有显著影响。随着 DEM 精度的降低,各种 DEM 的平均、最小和最大坡度明显减小。对于 0∼15°的坡度,较低分辨率 DEM 的坡度通常大于较高分辨率 DEM 的坡度。但是对于大于 15°的坡度,较低分辨率 DEM 的坡度通常小于较高分辨率 DEM 的坡度。因此,需要使用拟合方程调整坡度。对于大冶流域,使用三次模型校正从低分辨率到高分辨率的坡度。结果表明,即使调整 50 m DEM 的坡度使其更接近 30 m DEM 的坡度,也需要使用较细的网格来避免泥沙和总氮负荷的大幅低估,以及总磷负荷的适度低估。网格尺寸减小超过这个阈值不会显著影响计算出的径流量,但会产生氮和泥沙产量预测误差。因此,合适的 DEM 将控制误差并使模拟达到可接受的水平。

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