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

Retrieving Surface Soil Water Content Using a Soil Texture Adjusted Vegetation Index and Unmanned Aerial System Images

(2021) Haibin Gu et al.   Remote Sensing

Combination of Feature Selection and CatBoost for Prediction: The First Application to the Estimation of Aboveground Biomass

(2021) Mi Luo et al.   Forests

Improving satellite retrieval of oceanic particulate organic carbon concentrations using machine learning methods

(2021) Huizeng Liu et al.   REMOTE SENSING OF ENVIRONMENT

Soil Moisture Retrievals Using Multi-Temporal Sentinel-1 Data over Nagqu Region of Tibetan Plateau

(2021) Mengying Yang et al.   Remote Sensing

Cereal Crops Soil Parameters Retrieval Using L-Band ALOS-2 and C-Band Sentinel-1 Sensors

(2021) Emna Ayari et al.   Remote Sensing

UAV- and Machine Learning-Based Retrieval of Wheat SPAD Values at the Overwintering Stage for Variety Screening

(2021) Jianjun Wang et al.   Remote Sensing

GNSS-Reflectometry and Remote Sensing of Soil Moisture: A Review of Measurement Techniques, Methods, and Applications

(2020) Komi Edokossi et al.   Remote Sensing

Improving Unmanned Aerial Vehicle Remote Sensing-Based Rice Nitrogen Nutrition Index Prediction with Machine Learning

(2020) Hainie Zha et al.   Remote Sensing

A New Approach for Estimating Soil Salinity Using A Low-Cost Soil Sensor In Situ: A Case Study in Saline Regions of China’s East Coast

(2020) Jianjun Wang et al.   Remote Sensing

Combination of MIR spectroscopy and environmental covariates to predict soil organic carbon in a semi-arid region

(2020) Marmar Sabetizade et al.   CATENA

Machine Learning to Estimate Surface Soil Moisture from Remote Sensing Data

(2020) Hamed Adab et al.   Water

Soil Salinity Mapping Using SAR Sentinel-1 Data and Advanced Machine Learning Algorithms: A Case Study at Ben Tre Province of the Mekong River Delta (Vietnam)

(2019) Pham Hoa et al.   Remote Sensing

Modeling maize above-ground biomass based on machine learning approaches using UAV remote-sensing data

(2019) Liang Han et al.   Plant Methods

Forest aboveground biomass estimation using machine learning regression algorithm in Yok Don National Park, Vietnam

(2019) An Thi Ngoc Dang et al.   Ecological Informatics

Application of feature selection methods and machine learning algorithms for saltmarsh biomass estimation using Worldview-2 imagery

(2019) Sikdar M. M. Rasel et al.   Geocarto International

Method for predicting soil salinity concentrations in croplands based on machine learning and remote sensing techniques

(2019) Nurmemet Erkin et al.   Journal of Applied Remote Sensing

Field-Scale Rice Yield Estimation Using Sentinel-1A Synthetic Aperture Radar (SAR) Data in Coastal Saline Region of Jiangsu Province, China

(2019) Jianjun Wang et al.   Remote Sensing

Influence of Variable Selection and Forest Type on Forest Aboveground Biomass Estimation Using Machine Learning Algorithms

(2019) Li et al.   Forests

An Approach for Downscaling SMAP Soil Moisture by Combining Sentinel-1 SAR and MODIS Data

(2019) Jueying Bai et al.   Remote Sensing

Combining Machine Learning and Compact Polarimetry for Estimating Soil Moisture from C-Band SAR Data

(2019) Emanuele Santi et al.   Remote Sensing

Evaluation of Backscattering Models and Support Vector Machine for the Retrieval of Bare Soil Moisture from Sentinel-1 Data

(2019) Jamal Ezzahar et al.   Remote Sensing

Soil Moisture Estimation With SVR and Data Augmentation Based on Alpha Approximation Method

(2019) Wei Xu et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Surface soil moisture retrievals over partially vegetated areas from the synergy of Sentinel-1 and Landsat 8 data using a modified water-cloud model

(2018) Yansong Bao et al.   International Journal of Applied Earth Observation and Geoinformation

Retrieving surface soil moisture at high spatio-temporal resolution from a synergy between Sentinel-1 radar and Landsat thermal data: A study case over bare soil

(2018) Abdelhakim Amazirh et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying the relative contributions of vegetation and soil moisture conditions to polarimetric C-Band SAR response in a temperate peatland

(2018) Koreen Millard et al.   REMOTE SENSING OF ENVIRONMENT

Comprehensive evaluation of soil moisture retrieval models under different crop cover types using C-band synthetic aperture radar data

(2018) P. Kumar et al.   Geocarto International

Comparison of Machine Learning Techniques in Inferring Phytoplankton Size Classes

(2018) Shuibo Hu et al.   Remote Sensing

Mapping the Salt Content in Soil Profiles using Vis-NIR Hyperspectral Imaging

(2018) Shiwen Wu et al.   SOIL SCIENCE SOCIETY OF AMERICA JOURNAL

Spatio-temporal fusion of NDVI data for simulating soil water content in heterogeneous Mediterranean areas

(2018) Marta Chiesi et al.   European Journal of Remote Sensing

Estimating Forest Canopy Cover in Black Locust (Robinia pseudoacacia L.) Plantations on the Loess Plateau Using Random Forest

(2018) Qingxia Zhao et al.   Forests

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

Modelling the passive microwave signature from land surfaces: A review of recent results and application to the L-band SMOS & SMAP soil moisture retrieval algorithms

(2017) J.-P. Wigneron et al.   REMOTE SENSING OF ENVIRONMENT

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

Estimation of Soil Moisture from Optical and Thermal Remote Sensing: A Review

(2016) Dianjun Zhang et al.   SENSORS

P-Band Radar Retrieval of Subsurface Soil Moisture Profile as a Second-Order Polynomial: First AirMOSS Results

(2015) Alireza Tabatabaeenejad et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Generalizing predictive models of forest inventory attributes using an area-based approach with airborne LiDAR data

(2015) Marc Bouvier et al.   REMOTE SENSING OF ENVIRONMENT

In-Season Mapping of Crop Type with Optical and X-Band SAR Data: A Classification Tree Approach Using Synoptic Seasonal Features

(2015) Paolo Villa et al.   Remote Sensing

Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data

(2015) Iftikhar Ali et al.   Remote Sensing

Soil moisture monitoring in mountain areas by using high-resolution SAR images: results from a feasibility study

(2014) L. Pasolli et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

Modified Shortwave Infrared Perpendicular Water Stress Index: A Farmland Water Stress Monitoring Method

(2013) Haixia Feng et al.   Journal of Applied Meteorology and Climatology

Evaluation of Radar Backscattering Models IEM, Oh, and Dubois for SAR Data in X-Band Over Bare Soils

(2011) Nicolas Baghdadi et al.   IEEE Geoscience and Remote Sensing Letters

Estimating Soil Moisture With the Support Vector Regression Technique

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

Estimating biophysical parameters of rice with remote sensing data using support vector machines

(2011) XiaoHua Yang et al.   Science China-Life Sciences

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

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

Estimating volumetric surface moisture content for cropped soils using a soil wetness index based on surface temperature and NDVI

(2009) Kaniska Mallick et al.   AGRICULTURAL AND FOREST METEOROLOGY

Estimation of suspended sediment concentrations using Terra MODIS: An example from the Lower Yangtze River, China

(2009) J.-J. Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT