Soil Mapping
Post
DSM: Digital Soil Mapping - ESDAC - European Commission
Digital Soil Mapping – Digging into Canadian Soils
Digital Soil Mapping (DSM) | Natural Resources Conservation Service
Document
FAO - Soil Information and Data
- FAO-SID/GSNmap-TM: GSNmap Technical Manual | R markdown
- FAO-SID/SOC-Mapping-Cookbook: Soil Organic Carbon mapping Cookbook
- Soil Sampling Design
- stats_for_soil_survey | S4SS: Statistics for Soil Survey
- ncss-tech/dsm-focus: Digital Soil Mapping Focus Teams
- Digital Soil Mapping Focus Team | Natural Resources Conservation Service
- Introduction | Spatial and spatiotemporal interpolation using Ensemble Machine Learning
- Introduction | Spatial sampling and resampling for Machine Learning
Predictive Soil Mapping with R
Using R for Digital Soil Mapping – Smart Digital Agriculture
Person
Prof. A-Xing Zhu | Zhu, A-Xing – Department of Geography – UW–Madison | EasyGeoComputation
Thesis
Structural equation modelling for digital soil mapping — Research@WUR
Enhancement of the use of machine learning in digital soil mapping - Research@WUR
An interdisciplinary approach to mapping soil carbon - Research Portal | Lancaster University
Bayesian approaches for mapping forest soil organic carbon
Systems Theory in Soil Agroecology
The application of machine learning algorithms in predicting soil organic carbon/matter
Digital soil mapping, modeling and legacy data rescue in Chile - Catalog - UW-Madison Libraries
黑河流域中游地区关键土壤属性的空间变异特征与预测制图 - 中国知网
基于深度学习模型东北耕作土壤有机碳时空分布及驱动因素研究 - 中国知网
Article
Size, distribution, and vulnerability of the global soil inorganic carbon | Science | Global Soil Inorganic Carbon Database | 无机碳制图
- Inorganic carbon is overlooked in global soil carbon research: A bibliometric analysis - ScienceDirect | 全球土壤碳研究中无机碳被忽视:文献计量分析
Mapping the distribution, trends, and drivers of soil organic carbon in China from 1982 to 2019 - ScienceDirect | 绘制 1982 年至 2019 年中国土壤有机碳的分布、趋势和驱动因素
Unraveling the threshold and interaction effects of environmental variables on soil organic carbon mapping in plateau watershed - ScienceDirect | 揭示环境变量对高原流域土壤有机碳制图的阈值和交互作用
Fire
Digital soil mapping for fire prediction and management in rangelands | Fire Ecology | Full Text
Review
Pedology and digital soil mapping (DSM) - Ma - 2019 - European Journal of Soil Science - Wiley Online Library | 土壤学和数字土壤测绘
Spatial statistics and soil mapping: A blossoming partnership under pressure - ScienceDirect | 空间统计和土壤制图:压力下的蓬勃发展的合作伙伴关系
Digital mapping of GlobalSoilMap soil properties at a broad scale: A review - ScienceDirect
Computing
PyCLiPSM: Harnessing heterogeneous computing resources on CPUs and GPUs for accelerated digital soil mapping - Zhang - 2021 - Transactions in GIS - Wiley Online Library | PyCLiPSM:利用 CPU 和 GPU 上的异构计算资源加速数字土壤测绘
Digital soil mapping based on empirical mode decomposition components of environmental covariates - Sun - 2019 - European Journal of Soil Science - Wiley Online Library | 基于环境协变量的经验模态分解分量的数字土壤制图
Method
Multivariate random forest for digital soil mapping - ScienceDirect | 多元随机森林方法
Quality Control
AlexandreWadoux/MapQualityEvaluation: Code and reproducible example for computing the Taylor, solar and target diagrams | 评价土壤属性制图的质量 R Code
Sampling
Soil Class Mapping
Disaggregating and harmonising soil map units through resampled classification trees - ScienceDirect
brendo1001 / dsmart — Bitbucket | R Code
Soil Properties Mapping
Predicting Soil Organic Carbon and Soil Nitrogen Stocks in Topsoil of Forest Ecosystems in Northeastern China Using Remote Sensing Data | 对属性聚类后根据道路进行采样
⭐ Digital mapping of paludification in soils under black spruce forests of eastern Canada - ScienceDirect | 北方森林泥炭地(沼泽化)土地的制图 有机层厚度
沼泽化的两种形式: - 永久:地形位置和自然排水 - 演替:火后长时间,原有植被被泥炭藓覆盖 演替的沼泽化可被严重的自然火灾或造林逆转;皆伐会进一步促进沼泽化 沼泽化>40cm时,对森林生产力产生负面影响,沼泽化制图有利于林业生产
Predicting soil properties in the Canadian boreal forest with limited data: Comparison of spatial and non-spatial statistical approaches - ScienceDirect | 利用有限数据预测加拿大北方森林的土壤特性:空间和非空间统计方法的比较
Soil organic carbon stocks and their determining factors in the Dano catchment (Southwest Burkina Faso) - ScienceDirect | 流域内,多采样方式结合
Estimating soil organic carbon stock change at multiple scales using machine learning and multivariate geostatistics - ScienceDirect | 容重和砾石含量被视作静态
Using quantile regression forest to estimate uncertainty of digital soil mapping products - ScienceDirect | 分位数回归森林算法