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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

ncss-tech

OpenGeoHub Foundation

Spatial sampling with R

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

张甘霖 中国科学院南京地理与湖泊研究所

史舟 浙江大学 | 罗忠奎 浙江大学

黄元元 中国科学院地理科学与资源研究所

孙孝林 中山大学地理科学与规划学院

上官微 中山大学大气科学学院

刘焕军 中国科学院大学 | 长春净月潭遥感实验室

Thesis

Structural equation modelling for digital soil mapping — Research@WUR

Model-based Bayesian geostatistics for multi-scale mapping of soil and agronomic variables — 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

An unsupervised classification-based time series change detection approach for mapping forest disturbance

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

王帅-沈阳农业大学土地与环境学院

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

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 of soil burn severity - Wilson - 2024 - Soil Science Society of America Journal - Wiley Online Library

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

An integrated approach for the evaluation of quantitative soil maps through Taylor and solar diagrams - ScienceDirect

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

Operational sampling designs for poorly accessible areas based on a multi-objective optimization method - ScienceDirect | 采样优化

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

JulienBeguin/Digital-Soil-Mapping | 代码可参考

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

Predicting mattic epipedons in the northeastern Qinghai-Tibetan Plateau using Random Forest - ScienceDirect | 土壤碳组分制图

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