Developing pedotransfer functions using Sentinel-2 satellite spectral indices and Machine learning for estimating the surface soil moisture

Tillage Intensity Effects on Soil Structure Indicators—A US Meta-Analysis

(2020) Márcio R. Nunes et al.   Sustainability

Estimating the soil water retention curve: Comparison of multiple nonlinear regression approach and random forest data mining technique

(2020) M. Rastgou et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Well predictive performance of play-wide and Subarea Random Forest models for Bakken productivity

(2020) Emil D. Attanasi et al.   JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING

Comparison of spectral and spatial-based approaches for mapping the local variation of soil moisture in a semi-arid mountainous area

(2020) Solmaz Fathololoumi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessment of Remotely Sensed and Modelled Soil Moisture Data Products in the U.S. Southern Great Plains

(2020) Bo Jiang et al.   Remote Sensing

Downscaling of Satellite Remote Sensing Soil Moisture Products Over the Tibetan Plateau Based on the Random Forest Algorithm: Preliminary Results

(2020) Qingqing Chen et al.   Earth and Space Science

Machine Learning to Estimate Surface Soil Moisture from Remote Sensing Data

(2020) Hamed Adab et al.   Water

Developing Pseudo Continuous Pedotransfer Functions for International Soils Measured with the Evaporation Method and the HYPROP System: I. The Soil Water Retention Curve

(2020) Amninder Singh et al.   Water

Rebuilding a Microwave Soil Moisture Product Using Random Forest Adopting AMSR-E/AMSR2 Brightness Temperature and SMAP over the Qinghai–Tibet Plateau, China

(2019) Yuquan Qu et al.   Remote Sensing

Downscaling SMAP soil moisture estimation with gradient boosting decision tree regression over the Tibetan Plateau

(2019) Zushuai Wei et al.   REMOTE SENSING OF ENVIRONMENT

Benefits of the free and open Landsat data policy

(2019) Zhe Zhu et al.   REMOTE SENSING OF ENVIRONMENT

Estimation of vegetation water content using hyperspectral vegetation indices: a comparison of crop water indicators in response to water stress treatments for summer maize

(2019) F. Zhang et al.   BMC ECOLOGY

Pedotransfer functions to estimate hydraulic properties of tropical Sri Lankan soils

(2019) M.H.J.P. Gunarathna et al.   SOIL & TILLAGE RESEARCH

A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources

(2019) Hristos Tyralis et al.   Water

Machine Learning Approaches to Develop Pedotransfer Functions for Tropical Sri Lankan Soils

(2019) M.H.J.P. Gunarathna et al.   Water

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

Pedotransfer functions to estimate soil water content at field capacity and permanent wilting point in hot Arid Western India

(2018) Priyabrata Santra et al.   Journal of Earth System Science

Spatiotemporal monitoring of surface soil moisture using optical remote sensing data: a case study in a semi-arid area

(2018) Rida Khellouk et al.   Journal of Spatial Science

Visible–Near-Infrared Spectroscopy can predict Mass Transport of Dissolved Chemicals through Intact Soil

(2018) Sheela Katuwal et al.   Scientific Reports

Influence of soil texture on the estimation of bare soil moisture content using MODIS images

(2018) Nabi Olah Gholami Bidkhani et al.   European Journal of Remote Sensing

Soil Moisture and Irrigation Mapping in A Semi-Arid Region, Based on the Synergetic Use of Sentinel-1 and Sentinel-2 Data

(2018) Safa Bousbih et al.   Remote Sensing

Digital mapping of soil carbon fractions with machine learning

(2018) Hamza Keskin et al.   GEODERMA

Weighted recalibration of the Rosetta pedotransfer model with improved estimates of hydraulic parameter distributions and summary statistics (Rosetta3)

(2017) Yonggen Zhang et al.   JOURNAL OF HYDROLOGY

The optical trapezoid model: A novel approach to remote sensing of soil moisture applied to Sentinel-2 and Landsat-8 observations

(2017) Morteza Sadeghi et al.   REMOTE SENSING OF ENVIRONMENT

A Study of Spatial Soil Moisture Estimation Using a Multiple Linear Regression Model and MODIS Land Surface Temperature Data Corrected by Conditional Merging

(2017) Chunggil Jung et al.   Remote Sensing

A Global Analysis of Sentinel-2A, Sentinel-2B and Landsat-8 Data Revisit Intervals and Implications for Terrestrial Monitoring

(2017) et al.   Remote Sensing

Soil Moisture for Hydrological Applications: Open Questions and New Opportunities

(2017) Luca Brocca et al.   Water

A Comparison of Machine Learning Techniques Applied to Landsat-5 TM Spectral Data for Biomass Estimation

(2016) Pablito M. López-Serrano et al.   CANADIAN JOURNAL OF REMOTE SENSING

Using pedotransfer functions to estimate soil hydraulic conductivity in the Loess Plateau of China

(2016) Chunlei Zhao et al.   CATENA

Estimation of soil saturated hydraulic conductivity by artificial neural networks ensemble in smectitic soils

(2016) A. Sedaghat et al.   EURASIAN SOIL SCIENCE

Two new soil moisture indices based on the NIR-red triangle space of Landsat-8 data

(2016) Meisam Amani et al.   International Journal of Applied Earth Observation and Geoinformation

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Pedotransfer functions to estimate bulk density from soil properties and environmental covariates: Rio Doce basin

(2016) Eliana de Souza et al.   SCIENTIA AGRICOLA

A Comparison of Machine Learning Techniques Applied to Landsat-5 TM Spectral Data for Biomass Estimation

(2016) Pablito M. López-Serrano et al.   CANADIAN JOURNAL OF REMOTE SENSING

Investigating the relationship between unsaturated hydraulic conductivity curve and confined compression curve

(2015) Hossein Bayat et al.   JOURNAL OF HYDROLOGY

Tracking the composition and transformation of humic and fulvic acids during vermicomposting of sewage sludge by elemental analysis and fluorescence excitation–emission matrix

(2015) Jie Zhang et al.   WASTE MANAGEMENT

Assessment of Surface Soil Moisture Using High-Resolution Multi-Spectral Imagery and Artificial Neural Networks

(2015) Leila Hassan-Esfahani et al.   Remote Sensing

New generation of hydraulic pedotransfer functions for Europe

(2014) B. Tóth et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Modelling Soil Water Retention Using Support Vector Machines with Genetic Algorithm Optimisation

(2014) Krzysztof Lamorski et al.   TheScientificWorldJOURNAL

VSDI: a visible and shortwave infrared drought index for monitoring soil and vegetation moisture based on optical remote sensing

(2013) Ning Zhang et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Detecting Sirex noctilio grey-attacked and lightning-struck pine trees using airborne hyperspectral data, random forest and support vector machines classifiers

(2013) Elfatih M. Abdel-Rahman et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Toward near real-time monitoring of forest disturbance by fusion of MODIS and Landsat data

(2013) Qinchuan Xin et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation of pedotransfer functions for predicting water retention of soils in Lower Congo (D.R. Congo)

(2012) Y.-D. Botula et al.   AGRICULTURAL WATER MANAGEMENT

Fusion of remotely sensed data for soil moisture estimation using relevance vector and support vector machines

(2012) Bushra Zaman et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services

(2012) M. Drusch et al.   REMOTE SENSING OF ENVIRONMENT

Evaluation method dependency of measured saturated hydraulic conductivity

(2011) Nándor Fodor et al.   GEODERMA

Uncertainty in the spatial prediction of soil texture

(2011) Mareike Ließ et al.   GEODERMA

Remote Sensing of Soil Moisture Using Airborne Hyperspectral Data

(2011) Michael P. Finn et al.   GIScience & Remote Sensing

A method of estimating soil moisture based on the linear decomposition of mixture pixels

(2011) Zhongling Gao et al.   MATHEMATICAL AND COMPUTER MODELLING

Alternative methods in the development of pedotransfer functions for soil hydraulic characteristics

(2010) H. Merdun   EURASIAN SOIL SCIENCE

Sources of variability in canopy reflectance and the convergent properties of plants

(2010) S. V. Ollinger   NEW PHYTOLOGIST

Estimating Water Retention with Pedotransfer Functions Using Multi-Objective Group Method of Data Handling and ANNs

(2010) H. BAYAT et al.   PEDOSPHERE

In situ measurements of soil colour, mineral composition and clay content by vis–NIR spectroscopy

(2009) R.A. Viscarra Rossel et al.   GEODERMA

Estimating crop water stress with ETM+ NIR and SWIR data

(2008) Abduwasit Ghulam et al.   AGRICULTURAL AND FOREST METEOROLOGY

Surface soil hydraulic properties in four soil series under different land uses and their temporal changes

(2007) X. Zhou et al.   CATENA