Estimation of soil moisture using environmental covariates and machine learning algorithms in Cathedral Peak Catchment, South Africa

Forest fire susceptibility assessment using google earth engine in Gangwon-do, Republic of Korea

(2022) Yong Piao et al.   Geomatics Natural Hazards & Risk

Soil Moisture Content Estimation Based on Sentinel-1 SAR Imagery Using an Artificial Neural Network and Hydrological Components

(2022) Jeehun Chung et al.   Remote Sensing

Using hydropedological characteristics to improve modelling accuracy in Afromontane catchments

(2022) Rowena Louise Harrison et al.   Journal of Hydrology-Regional Studies

Saline soil moisture mapping using Sentinel-1A synthetic aperture radar data and machine learning algorithms in humid region of China's east coast

(2022) Jianjun Wang et al.   CATENA

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

(2022) Azadeh Sedaghat et al.   JOURNAL OF HYDROLOGY

Calibration and comparison of various sensors for soil moisture measurement

(2022) Jaysukh C. Songara et al.   MEASUREMENT

Development and validation of an operational multi-layered model for estimation of soil moisture at point-scale in South Africa

(2022) L Myeni et al.   South African Journal of Plant and Soil

A low-cost approach for soil moisture prediction using multi-sensor data and machine learning algorithm

(2022) Thu Thuy Nguyen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Machine Learning Models for Enhanced Estimation of Soil Moisture Using Wideband Radar Sensor

(2022) Akileshwaran Uthayakumar et al.   SENSORS

Machine learning approach to estimate soil matric potential in the plant root zone based on remote sensing data

(2022) Rodrigo Filev Maia et al.   Frontiers in Plant Science

Unsupervised self-training method based on deep learning for soil moisture estimation using synergy of sentinel-1 and sentinel-2 images

(2022) Ali Ben Abbes et al.   International Journal of Image and Data Fusion

Land surface temperature assimilation into a soil moisture-temperature model for retrieving farm-scale root zone soil moisture

(2022) Saeed Ahmadi et al.   GEODERMA

Spatiotemporal modelling of soil moisture in an A tlantic forest through machine learning algorithms

(2021) Vinicius Augusto Oliveira et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Machine learning algorithms for soil moisture estimation using Sentinel-1: Model development and implementation

(2021) Sumit Kumar Chaudhary et al.   ADVANCES IN SPACE RESEARCH

Estimation of root zone soil moisture from ground and remotely sensed soil information with multisensor data fusion and automated machine learning

(2021) Ebrahim Babaeian et al.   REMOTE SENSING OF ENVIRONMENT

Soil Moisture Responses to Rainfall: Implications for Runoff Generation

(2021) Nitin K. Singh et al.   WATER RESOURCES RESEARCH

A Machine Learning-Based Approach for Surface Soil Moisture Estimations with Google Earth Engine

(2021) Felix Greifeneder et al.   Remote Sensing

Mapping of Flood Areas Using Landsat with Google Earth Engine Cloud Platform

(2021) Hamid Mehmood et al.   Atmosphere

Using multimodal remote sensing data to estimate regional-scale soil moisture content: A case study of Beijing, China

(2021) Minghan Cheng et al.   AGRICULTURAL WATER MANAGEMENT

Soil Moisture Retrieval Using Microwave Remote Sensing Data and a Deep Belief Network in the Naqu Region of the Tibetan Plateau

(2021) Zhihui Yang et al.   Sustainability

Effect of topography on spatiotemporal patterns of soil moisture in a mountainous region of Northwest China

(2021) Ling Li et al.   Geoderma Regional

Evaluation of machine learning methods to predict soil moisture constants with different combinations of soil input data for calcareous soils in a semi arid area

(2020) Sevim Seda Yamaç et al.   AGRICULTURAL WATER MANAGEMENT

Google Earth Engine Open-Source Code for Land Surface Temperature Estimation from the Landsat Series

(2020) Sofia L. Ermida et al.   Remote Sensing

New empirical equation to estimate the soil moisture content based on thermal properties using machine learning techniques

(2020) Oluseun A. Sanuade et al.   Arabian Journal of Geosciences

GEE4FLOOD: rapid mapping of flood areas using temporal Sentinel-1 SAR images with Google Earth Engine cloud platform

(2020) Venkata Sai Krishna Vanama et al.   Journal of Applied Remote Sensing

Soil Moisture Estimation Using Citizen Observatory Data, Microwave Satellite Imagery, and Environmental Covariates

(2020) Daniel Kibirige et al.   Water

A New Approach for Soil Moisture Downscaling in the Presence of Seasonal Difference

(2020) Ran Yan et al.   Remote Sensing

A review and evaluation of 39 thermal conductivity models for frozen soils

(2020) Hailong He et al.   GEODERMA

Machine Learning to Estimate Surface Soil Moisture from Remote Sensing Data

(2020) Hamed Adab et al.   Water

Deciphering Soil Spatial Variability through Geostatistics and Interpolation Techniques

(2020) Mohamed A. E. AbdelRahman et al.   Sustainability

Google Earth Engine Applications

(2019) Onisimo Mutanga et al.   Remote Sensing

Ground, Proximal and Satellite Remote Sensing of Soil Moisture

(2019) Ebrahim Babaeian et al.   REVIEWS OF GEOPHYSICS

Downscaling soil hydrological mapping used to predict catchment hydrological response with random forests

(2019) Zisis Gagkas et al.   GEODERMA

Current status of Landsat program, science, and applications

(2019) Michael A. Wulder et al.   REMOTE SENSING OF ENVIRONMENT

Soil moisture retrieval from Sentinel-1 acquisitions in an arid environment in Tunisia: application of Artificial Neural Networks techniques

(2019) A. Hachani et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A soil moisture estimation framework based on the CART algorithm and its application in China

(2018) Jiaqi Han et al.   JOURNAL OF HYDROLOGY

Geostatistical approach as a tool for estimation of field capacity and permanent wilting point in semi-arid terrestrial ecosystem

(2018) Tülay Tunçay et al.   Archives of Agronomy and Soil Science

Soil moisture–plant interactions: an ecohydrological review

(2018) Cong Wang et al.   JOURNAL OF SOILS AND SEDIMENTS

The value of remotely sensed surface soil moisture for model calibration using SWAT

(2017) Dipangkar Kundu et al.   HYDROLOGICAL PROCESSES

A Method for Upscaling In Situ Soil Moisture Measurements to Satellite Footprint Scale Using Random Forests

(2017) Daniel Clewley et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Google Earth Engine: Planetary-scale geospatial analysis for everyone

(2017) Noel Gorelick et al.   REMOTE SENSING OF ENVIRONMENT

A review of spatial downscaling of satellite remotely sensed soil moisture

(2017) Jian Peng et al.   REVIEWS OF GEOPHYSICS

Topsoil moisture mapping using geostatistical techniques under different Mediterranean climatic conditions

(2017) J.F. Martínez-Murillo et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Long-term soil moisture dynamics derived from GNSS interferometric reflectometry: a case study for Sutherland, South Africa

(2015) Sibylle Vey et al.   GPS SOLUTIONS

Meteosat Land Surface Temperature Climate Data Record: Achievable Accuracy and Potential Uncertainties

(2015) Anke Duguay-Tetzlaff et al.   Remote Sensing

A critical review of soil moisture measurement

(2014) Susha Lekshmi S.U. et al.   MEASUREMENT

Estimating soil moisture using remote sensing data: A machine learning approach

(2009) Sajjad Ahmad et al.   ADVANCES IN WATER RESOURCES

Impact of soil conditions on hydrology and water quality for a brown clay in the north-eastern cereal zone of Australia

(2009) D. M. Freebairn et al.   AUSTRALIAN JOURNAL OF SOIL RESEARCH

Time-domain reflectometry method and its application for measuring moisture content in porous materials: A review

(2008) Robert Černý   MEASUREMENT

Soil Moisture Measurement for Ecological and Hydrological Watershed-Scale Observatories: A Review

(2008) D. A. Robinson et al.   VADOSE ZONE JOURNAL