Predicting and Mapping of Soil Organic Carbon Using Machine Learning Algorithms in Northern Iran

Deep learning of subsurface flow via theory-guided neural network

(2020) Nanzhe Wang et al.   JOURNAL OF HYDROLOGY

Combining Multi-Source Data and Machine Learning Approaches to Predict Winter Wheat Yield in the Conterminous United States

(2020) Yumiao Wang et al.   Remote Sensing

Improving the Spatial Prediction of Soil Organic Carbon Content in Two Contrasting Climatic Regions by Stacking Machine Learning Models and Rescanning Covariate Space

(2020) Ruhollah Taghizadeh-Mehrjardi et al.   Remote Sensing

Spatial prediction of soil organic carbon using machine learning techniques in western Iran

(2020) Hamid Mahmoudzadeh et al.   Geoderma Regional

Assessing soil organic carbon stocks under land-use change scenarios using random forest models

(2019) K. Nabiollahi et al.   Carbon Management

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

(2019) Zhixing Guo et al.   GEODERMA

Comparison between geostatistical and machine learning models as predictors of topsoil organic carbon with a focus on local uncertainty estimation

(2019) Fabio Veronesi et al.   ECOLOGICAL INDICATORS

Digital soil mapping algorithms and covariates for soil organic carbon mapping and their implications: A review

(2019) Sushil Lamichhane et al.   GEODERMA

Prediction of organic potato yield using tillage systems and soil properties by artificial neural network (ANN) and multiple linear regressions (MLR)

(2019) Khaoula Abrougui et al.   SOIL & TILLAGE RESEARCH

Estimation of soil organic matter content by modeling with artificial neural networks

(2019) Mariele Monique Honorato Fernandes et al.   GEODERMA

Development and magnetic properties of loess-derived forest soils along a precipitation gradient in northern Iran

(2019) Masoumeh Pourmasoumi et al.   Journal of Mountain Science

Temperature drive the altitudinal change in soil carbon and nitrogen of montane forests: Implication for global warming

(2019) Mao Ma et al.   CATENA

Soil organic carbon density and its driving factors in forest ecosystems across a northwestern province in China

(2019) Jin-Hong Guan et al.   GEODERMA

Driving factors of soil organic carbon fractions over New South Wales, Australia

(2019) Jonathan Gray et al.   GEODERMA

Remote sensing of the terrestrial carbon cycle: A review of advances over 50 years

(2019) Jingfeng Xiao et al.   REMOTE SENSING OF ENVIRONMENT

Induction of phenolic and flavonoid compounds in leaves of saffron (Crocus sativus L.) by salicylic acid

(2019) Somayeh Tajik et al.   SCIENTIA HORTICULTURAE

Deep Learning Application for Predicting Soil Organic Matter Content by VIS-NIR Spectroscopy

(2019) Zhe Xu et al.   Computational Intelligence and Neuroscience

Conventional and digital soil mapping in Iran: Past, present, and future

(2019) Mojtaba Zeraatpisheh et al.   CATENA

Geochemical indices and regression tree models for estimation of ambient background concentrations of copper, chromium, nickel and zinc in soil

(2018) Hannah G. Mikkonen et al.   CHEMOSPHERE

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Estimating soil organic carbon stocks using different modelling techniques in the semi-arid rangelands of eastern Australia

(2018) Bin Wang et al.   ECOLOGICAL INDICATORS

Comparison of Support Vector Machine and Extreme Gradient Boosting for predicting daily global solar radiation using temperature and precipitation in humid subtropical climates: A case study in China

(2018) Junliang Fan et al.   ENERGY CONVERSION AND MANAGEMENT

Estimation of soil organic carbon in arable soil in Belgium and Luxembourg with the LUCAS topsoil database

(2018) F. Castaldi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

A hybrid training approach for leaf area index estimation via Cubist and random forests machine-learning

(2018) Rasmus Houborg et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

High resolution mapping of soil organic carbon stocks using remote sensing variables in the semi-arid rangelands of eastern Australia

(2018) Bin Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Digital mapping of soil properties using multiple machine learning in a semi-arid region, central Iran

(2018) Mojtaba Zeraatpisheh et al.   GEODERMA

Machine Learning in Agriculture: A Review

(2018) Konstantinos Liakos et al.   SENSORS

WeedMap: A Large-Scale Semantic Weed Mapping Framework Using Aerial Multispectral Imaging and Deep Neural Network for Precision Farming

(2018) Inkyu Sa et al.   Remote Sensing

Organic carbon dynamics in soils of Mid-Atlantic barrier island landscapes

(2018) Ann M. Rossi et al.   GEODERMA

Effects of soil properties, water quality and management practices on pistachio yield in Rafsanjan region, southeast of Iran

(2018) Behrooz Pourmohammadali et al.   AGRICULTURAL WATER MANAGEMENT

Modelling the topsoil carbon stock of agricultural lands with the Stochastic Gradient Treeboost in a semi-arid Mediterranean region

(2017) Calogero Schillaci et al.   GEODERMA

Digital soil mapping of soil carbon at the farm scale: A spatial downscaling approach in consideration of measured and uncertain data

(2017) Brendan P. Malone et al.   GEODERMA

WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas

(2017) Stephen E. Fick et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Soil Cd, Cr, Cu, Ni, Pb and Zn sorption and retention models using SVM: Variable selection and competitive model

(2017) J.J. González Costa et al.   SCIENCE OF THE TOTAL ENVIRONMENT

More Data or a Better Model? Figuring Out What Matters Most for the Spatial Prediction of Soil Carbon

(2017) P.D.S.N. Somarathna et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Recent progress and future prospect of digital soil mapping: A review

(2017) Gan-lin ZHANG et al.   Journal of Integrative Agriculture

Artificial bee colony feature selection algorithm combined with machine learning algorithms to predict vertical and lateral distribution of soil organic matter in South Dakota, USA

(2017) Ruhollah Taghizadeh-Mehrjardi et al.   Carbon Management

Assessing and monitoring the soil quality of forested and agricultural areas using soil-quality indices and digital soil-mapping in a semi-arid environment

(2017) Kamal Nabiollahi et al.   Archives of Agronomy and Soil Science

Calibration and Testing of the Aquacrop Model for Rice under Water and Nitrogen Management

(2016) Ebrahim Amiri   COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS

Comparison of boosted regression tree and random forest models for mapping topsoil organic carbon concentration in an alpine ecosystem

(2016) Ren-Min Yang et al.   ECOLOGICAL INDICATORS

Predicting and mapping of soil particle-size fractions with adaptive neuro-fuzzy inference and ant colony optimization in central Iran

(2016) R. Taghizadeh-mehrjardi et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

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

Digital mapping for cost-effective and accurate prediction of the depth and carbon stocks in Indonesian peatlands

(2016) Rudiyanto et al.   GEODERMA

Total soil organic carbon and carbon sequestration potential in Nigeria

(2016) Stephen I.C. Akpa et al.   GEODERMA

Stacked Autoencoder-based deep learning for remote-sensing image classification: a case study of African land-cover mapping

(2016) Weijia Li et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Modeling spatio-temporal distribution of soil moisture by deep learning-based cellular automata model

(2016) Xiaodong Song et al.   Journal of Arid Land

Genetic algorithm based feature selection combined with dual classification for the automated detection of proliferative diabetic retinopathy

(2015) R.A. Welikala et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

A comparative assessment of support vector regression, artificial neural networks, and random forests for predicting and mapping soil organic carbon stocks across an Afromontane landscape

(2015) Kennedy Were et al.   ECOLOGICAL INDICATORS

Assessing uncertainty in soil organic carbon modeling across a highly heterogeneous landscape

(2015) Xiong Xiong et al.   GEODERMA

Determining the features influencing physical quality of calcareous soils in a semiarid region of Iran using a hybrid PSO-DT algorithm

(2015) H. Shirani et al.   GEODERMA

Do We Need More Training Data?

(2015) Xiangxin Zhu et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Digital Mapping of Topsoil Carbon Content and Changes in the Driftless Area of Wisconsin, USA

(2015) Kabindra Adhikari et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Factors Controlling Soil Organic Carbon Stocks with Depth in Eastern Australia

(2015) Jonathan M. Gray et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Soil type recognition as improved by genetic algorithm-based variable selection using near infrared spectroscopy and partial least squares discriminant analysis

(2015) Hongtu Xie et al.   Scientific Reports

Predicting soil organic carbon density using auxiliary environmental variables in northern Iran

(2015) Samereh Falahatkar et al.   Archives of Agronomy and Soil Science

Geostatistics-based spatial distribution of soil moisture and temperature regime classes in Mazandaran province, northern Iran

(2015) Mostafa Emadi et al.   Archives of Agronomy and Soil Science

Evaluating machine learning approaches for the interpolation of monthly air temperature at Mt. Kilimanjaro, Tanzania

(2015) Tim Appelhans et al.   Spatial Statistics

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

Feature Selection Using Parallel Genetic Algorithm for the Prediction of Geometric Mean Diameter of Soil Aggregates by Machine Learning Methods

(2014) A. A. Besalatpour et al.   ARID LAND RESEARCH AND MANAGEMENT

Spatial prediction of soil organic matter content integrating artificial neural network and ordinary kriging in Tibetan Plateau

(2014) Fuqiang Dai et al.   ECOLOGICAL INDICATORS

Interpolation of Mexican soil properties at a scale of 1:1,000,000

(2013) Gustavo Cruz-Cárdenas et al.   GEODERMA

Learning with Hierarchical-Deep Models

(2013) R. Salakhutdinov et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Carbon stock and mineral factors controlling soil organic carbon in a climatic gradient, Golestan province

(2013) M Zeraatpishe et al.   Journal of Soil Science and Plant Nutrition

Soil formation in loess-derived soils along a subhumid to humid climate gradient, Northeastern Iran

(2012) Farhad Khormali et al.   GEODERMA

Using artificial neural network models to produce soil organic carbon content distribution maps across landscapes

(2010) Z. Zhao et al.   CANADIAN JOURNAL OF SOIL SCIENCE

Development of soft computing and applications in agricultural and biological engineering

(2010) Yanbo Huang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Calculation of soil electrical conductivity using a genetic algorithm

(2010) Wesley Pacheco Calixto et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Multiple regression, ANN (RBF, MLP) and ANFIS models for prediction of swell potential of clayey soils

(2010) Işık Yilmaz et al.   EXPERT SYSTEMS WITH APPLICATIONS

Using data mining to model and interpret soil diffuse reflectance spectra

(2010) R.A. Viscarra Rossel et al.   GEODERMA

Modular Feed Forward Networks to Predict Sugar Diffusivity from Date Pulp Part I. Model Validation

(2010) Maher Trigui et al.   INTERNATIONAL JOURNAL OF FOOD PROPERTIES

Natural nanoclays: applications and future trends – a Chilean perspective

(2009) M. Calabi Floody et al.   CLAY MINERALS

Mapping soil organic matter using the topographic wetness index: A comparative study based on different flow-direction algorithms and kriging methods

(2009) Tao Pei et al.   ECOLOGICAL INDICATORS

Spatial prediction of soil properties in temperate mountain regions using support vector regression

(2009) Cristiano Ballabio   GEODERMA

Mapping continuous depth functions of soil carbon storage and available water capacity

(2009) B.P. Malone et al.   GEODERMA

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

(2009) Thorsten Behrens et al.   GEODERMA

The effects of topography on forest soil characteristics in the Oregon Cascade Mountains (USA): Implications for the effects of climate change on soil properties

(2008) R.P. Griffiths et al.   FOREST ECOLOGY AND MANAGEMENT

Laboratory, field and airborne spectroscopy for monitoring organic carbon content in agricultural soils

(2008) Antoine Stevens et al.   GEODERMA