美国毗连地区 100 米分辨率和七个深度的土壤水力特性图:代码设计和初步结果

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
Marcel G. Schaap, Yonggen Zhang, Craig Rasmussen
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引用次数: 0

摘要

通过将 Ramcharan 等人的 SoilGrids+ (SG+) 土壤属性图与 Zhang 等人的 Rosetta3 分级传导函数 (PTFs) 中的 R3H3 成员相结合,以 100 米的分辨率和七个土壤深度估算出了美国毗连地区的 van Genuchten(1980 年,缩写为 VG)参数和饱和导流系数 (Ks)。为此,我们开发了多线程代码,可根据并行程度显著提高计算速度(最高可达 25 倍)。首先,我们计算了国家合作土壤调查(NCSS)(2023 年)实验室样本数据库中 14113 个血统的 SG+基本属性估算值与实际测量土壤属性的简单汇总统计数据,从而验证了估算值。接着,我们对 NCSS 和 SG+ 数据计算了 PTF 估算含水量的汇总统计。结果表明,估计误差主要由 PTF 的固有误差造成,而 SG+ 土壤特性和 PTF 估计值中存在(可能纠正的)系统误差。所绘制的水力特性图包含 7.5 亿多个点,分布在七个土层中的每一层,并显示出每个 VG 参数和 Ks 在水平方向和深度方向上的巨大差异,但 VG "n "参数除外,其值主要在 1.25 和 1.6 之间。水力特性图的完整度高达 99.9%,我们证明几乎每个点都可以生成可信的剖面图和不确定性信息。每个 SG+ 图层有两张多通道 GeoTIFF 地图:一张包含五个水力参数,另一张包含相应的协方差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Soil hydraulic property maps for the contiguous United States at 100‐m resolution and seven depths: Code design and preliminary results
Estimates of the van Genuchten (1980, abbreviated as VG) parameters and saturated hydraulic conductivity (Ks) were made for the contiguous United States at a resolution of 100 m and seven soil depths by combining the SoilGrids+ (SG+) soil property maps of Ramcharan et al. with the R3H3 member of the Rosetta3 hierarchical pedotransfer functions (PTFs) of Zhang et al. To this end, we developed multi‐threaded code that significantly speeds up computation (up to a factor 25) depending on the level of parallelism. We verified estimates first by calculating simple summary statistics of estimated basic properties of SG+ with actual measured soil properties for 14,113 pedons in the National Cooperative Soil Survey (NCSS) (2023) labsample database. Next, we computed summary statistics of PTF‐estimated moisture contents for NCSS and SG+ data. The results show estimation errors are dominated by intrinsic errors of the PTF, and that (potentially correctable) systematic errors are present in SG+ soil properties and PTF estimates. The resulting hydraulic property maps contain well over 750 million points for each of the seven layers and show considerable horizontal and depth variation for each VG parameter and Ks, except the VG “n” parameter, which is dominated by values between 1.25 and 1.6. The hydraulic property maps are 99.9% complete, and we demonstrate that plausible profiles and uncertainty information can be generated for virtually each point. The maps are available as two multi‐channel GeoTIFF maps per SG+ layer: one with the five hydraulic parameters and one with the corresponding covariances.
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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