Global Soil Saturated Hydraulic Conductivity Map at 1 km Resolution
by Gupta Surya / ETH Zurich
Available on 1 platform
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Description
A global map of soil saturated hydraulic conductivity (Ksat) at 1 km spatial resolution. It was developed by researchers at ETH Zurich using a machine learning framework that integrates terrain, climate, vegetation, and soil covariates. The dataset includes four GeoTIFF files representing different soil depths and is based on a published 2020 study.
Use Cases
Modeling subsurface water flow and infiltration based on global Ksat estimates.
Assessing soil drainage capacity for agricultural planning using terrain and climate covariates.
Parameterizing land surface models for climate studies with spatially continuous soil property data.
Studying the impact of vegetation and climate on soil hydraulic properties across different regions.
Strengths
Provides global coverage at 1 km resolution.
Includes data for four distinct soil depths (0, 30, 60, and 100 cm).
Uses a published machine learning framework (CoGTF) integrating multiple remote sensing data sources.
Associated training data and source code are publicly available.
Limitations
Description metadata is limited; actual data quality requires manual inspection after download.
Column-level documentation is absent; field semantics must be inferred after download.
Last update date is unknown; freshness unverified.
Provenance
Source
ETH Zurich
Collection Method
Generated using a Covariate-based GeoTransfer Functions (CoGTF) framework with Random Forest, trained on a global Ksat measurement dataset.
Geography
Global
Data values are log-transformed (log10 Ksat) and units are in cm/day.