Large-scale digital mapping of topsoil total nitrogen using machine learning models and associated uncertainty map

Digital mapping of soil organic carbon using ensemble learning model in Mollisols of Hyrcanian forests, northern Iran

(2020) Samaneh Tajik et al.   Geoderma Regional

Identifying regionalized co-variate driving factors to assess spatial distributions of saturated soil hydraulic conductivity using multivariate and state-space analyses

(2020) Luana Nunes Centeno et al.   CATENA

A new integrated data mining model to map spatial variation in the susceptibility of land to act as a source of aeolian dust

(2020) Hamid Gholami et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Spatial variability of soil total nitrogen, phosphorus and potassium in Renshou County of Sichuan Basin, China

(2019) Xue-song GAO et al.   Journal of Integrative Agriculture

Selection of terrain attributes and its scale dependency on soil organic carbon prediction

(2019) Zhixing Guo et al.   GEODERMA

A Comparative Assessment of Geostatistical, Machine Learning, and Hybrid Approaches for Mapping Topsoil Organic Carbon Content

(2019) Lin Chen et al.   ISPRS International Journal of Geo-Information

Determining the spatial distribution of soil properties using the environmental covariates and multivariate statistical analysis: a case study in semi-arid regions of Iran

(2019) Mojtaba Zeraatpisheh et al.   Journal of Arid Land

Relative prediction intervals reveal larger uncertainty in 3D approaches to predictive digital soil mapping of soil properties with legacy data

(2019) Travis W. Nauman et al.   GEODERMA

Exploring the driving forces and digital mapping of soil organic carbon using remote sensing and soil texture

(2019) Nikou Hamzehpour et al.   CATENA

Mapping at 30 m Resolution of Soil Attributes at Multiple Depths in Midwest Brazil

(2019) Raúl R. Poppiel et al.   Remote Sensing

Fine-Resolution Mapping of Soil Total Nitrogen across China Based on Weighted Model Averaging

(2019) Yue Zhou et al.   Remote Sensing

Mapping total soil nitrogen from a site in northeastern China

(2018) Shuai Wang et al.   CATENA

Assessing the effects of slope gradient and land use change on soil quality degradation through digital mapping of soil quality indices and soil loss rate

(2018) K. Nabiollahi et al.   GEODERMA

Open digital mapping as a cost-effective method for mapping peat thickness and assessing the carbon stock of tropical peatlands

(2018) Rudiyanto et al.   GEODERMA

Soil Property and Class Maps of the Conterminous United States at 100-Meter Spatial Resolution

(2018) Amanda Ramcharan et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Comparison of various uncertainty modelling approaches based on geostatistics and machine learning algorithms

(2018) Gábor Szatmári et al.   GEODERMA

Evaluating the spatial and vertical distribution of agriculturally important nutrients — nitrogen, phosphorous and boron — in North West Iran

(2018) Farzin Shahbazi et al.   CATENA

Digital mapping of soil organic carbon at multiple depths using different data mining techniques in Baneh region, Iran

(2016) R. Taghizadeh-Mehrjardi et al.   GEODERMA

Aggravated phosphorus limitation on biomass production under increasing nitrogen loading: a meta-analysis

(2016) Yong Li et al.   GLOBAL CHANGE BIOLOGY

Machine learning for predicting soil classes in three semi-arid landscapes

(2015) Colby W. Brungard et al.   GEODERMA

Impact of multi-scale predictor selection for modeling soil properties

(2015) Bradley A. Miller et al.   GEODERMA

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Holistic environmental soil-landscape modeling of soil organic carbon

(2014) Xiong Xiong et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Evaluation of modelling approaches for predicting the spatial distribution of soil organic carbon stocks at the national scale

(2014) M.P. Martin et al.   GEODERMA

Organic carbon and nitrogen stocks in a clay loam soil 10 years after a single compost application

(2013) Xueming Yang et al.   CANADIAN JOURNAL OF SOIL SCIENCE

Spatial prediction of USDA- great soil groups in the arid Zarand region, Iran: comparing logistic regression approaches to predict diagnostic horizons and soil types

(2012) A. Jafari et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Towards spatial geochemical modelling: Use of geographically weighted regression for mapping soil organic carbon contents in Ireland

(2011) Chaosheng Zhang et al.   APPLIED GEOCHEMISTRY

Mapping organic carbon stocks in eucalyptus plantations of the central highlands of Madagascar: A multiple regression approach

(2011) Ramarson Herintsitohaina Razakamanarivo et al.   GEODERMA

Multi-criteria characterization of recent digital soil mapping and modeling approaches

(2009) S. Grunwald   GEODERMA

Multi-scale digital terrain analysis and feature selection for digital soil mapping

(2009) Thorsten Behrens et al.   GEODERMA

Determination of management zones for a tobacco field based on soil fertility

(2008) Wang Xin-Zhong et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Soil organic carbon concentrations and stocks on Barro Colorado Island — Digital soil mapping using Random Forests analysis

(2008) R. Grimm et al.   GEODERMA