Machine learning for cation exchange capacity prediction in different land uses

Using environmental covariates to predict soil organic carbon stocks in Vertisols of Sudan

(2022) Ibrahim S. Ahmed et al.   Geoderma Regional

Copper Content and Export in European Vineyard Soils Influenced by Climate and Soil Properties

(2021) Boris Droz et al.   ENVIRONMENTAL SCIENCE & TECHNOLOGY

Soil quality and grain yield: A win–win combination in clayey tropical oxisols

(2021) Ieda Carvalho Mendes et al.   GEODERMA

New hybrid nature-based algorithm to integration support vector machine for prediction of soil cation exchange capacity

(2021) Samad Emamgholizadeh et al.   SOFT COMPUTING

Improving the spatial prediction of soil organic carbon using environmental covariates selection: A comparison of a group of environmental covariates

(2021) Mojtaba Zeraatpisheh et al.   CATENA

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

(2021) Alexandre M.J-C. Wadoux et al.   GEODERMA

Evaluating models to estimate cation exchange capacity of calcareous soils

(2021) Fatemeh Razzaghi et al.   GEODERMA

Predicting heavy metal contents by applying machine learning approaches and environmental covariates in west of Iran

(2021) Kamran Azizi et al.   JOURNAL OF GEOCHEMICAL EXPLORATION

Spatial prediction of soil surface properties in an arid region using synthetic soil image and machine learning

(2021) Salman Naimi et al.   Geocarto International

Digital mapping of soil moisture retention properties using solely satellite-based data and data mining techniques

(2020) Mehrdad Jeihouni et al.   JOURNAL OF HYDROLOGY

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

(2020) Samaneh Tajik et al.   Geoderma Regional

Rapid estimation of soil cation exchange capacity through sensor data fusion of portable XRF spectrometry and Vis-NIR spectroscopy

(2020) Mengxue Wan et al.   GEODERMA

Integration of PCA and Fuzzy Clustering for Delineation of Soil Management Zones and Cost-Efficiency Analysis in a Citrus Plantation

(2020) Mojtaba Zeraatpisheh et al.   Sustainability

Improving the spatial prediction of soil salinity in arid regions using wavelet transformation and support vector regression models

(2020) Ruhollah Taghizadeh-Mehrjardi et al.   GEODERMA

Sentinel-2 image capacities to predict common topsoil properties of temperate and Mediterranean agroecosystems

(2019) E. Vaudour et al.   REMOTE SENSING OF ENVIRONMENT

How Soil Pore Distribution Could Help in Soil Quality Studies as an Appropriate Indicator

(2019) E. Azizsoltani et al.   EURASIAN SOIL SCIENCE

A cost and time-effective method to evaluate soil microbial respiration for soil quality assessment

(2019) Esmaeil Bakhshandeh et al.   APPLIED SOIL ECOLOGY

Prediction of Soil Cation Exchange Capacity Using Different Soil Parameters by Intelligent Models

(2019) Seyed Alireza Seyed Jalali et al.   COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS

Model Development to Predict CEC Using the Intelligence Data Mining Approaches

(2019) Fahime Nikseresht et al.   COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS

Land use change effects on soil quality and biological fertility: A case study in northern Iran

(2019) Esmaeil Bakhshandeh et al.   EUROPEAN JOURNAL OF SOIL BIOLOGY

Assessing the effects of deforestation and intensive agriculture on the soil quality through digital soil mapping

(2019) Mojtaba Zeraatpisheh et al.   GEODERMA

Modeling cation exchange capacity in multi geochronological-derived alluvium soils: An approach based on soil depth intervals

(2018) Magboul Sulieman et al.   CATENA

Soil quality indicator selection in Chilean volcanic soils formed under temperate and humid conditions

(2018) Susana R. Valle et al.   CATENA

Performance of Soil Cation Exchange Capacity Pedotransfer Function as Affected by the Inputs and Database Size

(2018) Habib Khodaverdiloo et al.   CLEAN-Soil Air Water

Spatial prediction of soil water retention in a Páramo landscape: Methodological insight into machine learning using random forest

(2018) Carlos M. Guio Blanco et al.   GEODERMA

Visible and near infrared spectroscopy coupled to random forest to quantify some soil quality parameters

(2018) Felipe Bachion de Santana et al.   SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY

Soil organic carbon storage as a key function of soils - A review of drivers and indicators at various scales

(2018) Martin Wiesmeier et al.   GEODERMA

Interpretation of soil quality indicators for land suitability assessment – A multivariate approach for Central European arable soils

(2018) Katalin Juhos et al.   ECOLOGICAL INDICATORS

Rapid estimation of cation exchange capacity from soil water content

(2017) E. Arthur   EUROPEAN JOURNAL OF SOIL SCIENCE

Mapping cation exchange capacity using a Veris-3100 instrument and invVERIS modelling software

(2017) T. Koganti et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Multivariate assessment of soil quality indicators for crop rotation and tillage in Illinois

(2017) Stacy M. Zuber et al.   SOIL & TILLAGE RESEARCH

Environmental factors controlling soil organic carbon storage in loess soils of a subhumid region, northern Iran

(2016) Mohammad Ajami et al.   GEODERMA

Assessment and Monitoring of Soil Degradation during Land Use Change Using Multivariate Analysis

(2016) Yones Khaledian et al.   LAND DEGRADATION & DEVELOPMENT

The Influence of Organic Carbon and pH on Heavy Metals, Potassium, and Magnesium Levels in Lithuanian Podzols

(2016) Yones Khaledian et al.   LAND DEGRADATION & DEVELOPMENT

A random forest guided tour

(2016) Gérard Biau et al.   TEST

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Comparative analysis of support vector machine and artificial neural network models for soil cation exchange capacity prediction

(2015) A. A. Jafarzadeh et al.   International Journal of Environmental Science and Technology

Estimation of soil cation exchange capacity using Genetic Expression Programming (GEP) and Multivariate Adaptive Regression Splines (MARS)

(2015) S. Emamgolizadeh et al.   JOURNAL OF HYDROLOGY

Environmental Factors Controlling Soil Organic Carbon Stocks in Two Contrasting Mediterranean Climatic Areas of Southern Spain

(2015) Bárbara A. Willaarts et al.   LAND DEGRADATION & DEVELOPMENT

Development of ensemble pedotransfer functions for cation exchange capacity of soils of Qingdao in China

(2015) K. Liao et al.   SOIL USE AND MANAGEMENT

Carbon sequestration in soil

(2015) Rattan Lal et al.   Current Opinion in Environmental Sustainability

Effects of Long Term Application of Inorganic and Organic Fertilizers on Soil Organic Carbon and Physical Properties in Maize–Wheat Rotation

(2015) Babbu Singh Brar et al.   Agronomy-Basel

Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions

(2015) Tomislav Hengl et al.   PLoS One

Soil organic carbon stock as affected by land use/cover changes in the humid region of northern Iran

(2014) Samereh Falahatkar et al.   Journal of Mountain Science

Using support vector machines to predict cation exchange capacity of different soil horizons in Qingdao City, China

(2014) Kaihua Liao et al.   JOURNAL OF PLANT NUTRITION AND SOIL SCIENCE

Pasture degradation effects on soil quality indicators at different hillslope positions in a semiarid region of western Iran

(2013) Shamsollah Ayoubi et al.   Environmental Earth Sciences

Comparing Aggregate Stability Tests for Soil Physical Quality Indicators

(2013) Mansonia Pulido Moncada et al.   LAND DEGRADATION & DEVELOPMENT

Impacts of land use on soil organic matter and degree of compactness in calcareous soils of central Iran

(2013) S. Havaee et al.   SOIL USE AND MANAGEMENT

Organic carbon and nutrient release from a range of laboratory-produced biochars and biochar–soil mixtures

(2012) Atanu Mukherjee et al.   GEODERMA

Prediction of soil physical properties by optimized support vector machines

(2012) A. Besalatpour et al.   International Agrophysics

Comparison of support vector machine, neural network, and CART algorithms for the land-cover classification using limited training data points

(2012) Yang Shao et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

openair — An R package for air quality data analysis

(2011) David C. Carslaw et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Estimating Soil Moisture With the Support Vector Regression Technique

(2011) Luca Pasolli et al.   IEEE Geoscience and Remote Sensing Letters

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Role of deforestation and hillslope position on soil quality attributes of loess-derived soils in Golestan province, Iran

(2009) F. Khormali et al.   AGRICULTURE ECOSYSTEMS & ENVIRONMENT

Soil type classification and estimation of soil properties using support vector machines

(2009) Miloš Kovačević et al.   GEODERMA

Artificial Neural Network Approach for Predicting Cation Exchange Capacity in Soil Based on Physico-Chemical Properties

(2008) Lin Tang et al.   ENVIRONMENTAL ENGINEERING SCIENCE