Soil Moisture Retrieval in Farmland Areas with Sentinel Multi-Source Data Based on Regression Convolutional Neural Networks

Data assimilation of high-resolution thermal and radar remote sensing retrievals for soil moisture monitoring in a drip-irrigated vineyard

(2020) Fangni Lei et al.   REMOTE SENSING OF ENVIRONMENT

Feature Dimension Reduction Using Stacked Sparse Auto-Encoders for Crop Classification with Multi-Temporal, Quad-Pol SAR Data

(2020) Jiao Guo et al.   Remote Sensing

ALOS-2 and Sentinel-1 SAR data sensitivity analysis to surface soil moisture over bare and vegetated agricultural fields

(2020) Aliihsan Sekertekin et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Retrieving soil moisture in rainfed and irrigated fields using Sentinel-2 observations and a modified OPTRAM approach

(2020) Mariapaola Ambrosone et al.   International Journal of Applied Earth Observation and Geoinformation

Validation practices for satellite soil moisture retrievals: What are (the) errors?

(2020) A. Gruber et al.   REMOTE SENSING OF ENVIRONMENT

High-Precision Soil Moisture Mapping Based on Multi-Model Coupling and Background Knowledge, Over Vegetated Areas Using Chinese GF-3 and GF-1 Satellite Data

(2020) Leran Han et al.   Remote Sensing

Comparative Analysis of Landsat-8, Sentinel-2, and GF-1 Data for Retrieving Soil Moisture over Wheat Farmlands

(2020) Qi Wang et al.   Remote Sensing

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

Soil Moisture Retrieval From SAR and Optical Data Using a Combined Model

(2019) Liangliang Tao et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Analysis of L-Band SAR Data for Soil Moisture Estimations over Agricultural Areas in the Tropics

(2019) Mehrez Zribi et al.   Remote Sensing

Refining a Polarimetric Decomposition of Multi-Angular UAVSAR Time Series for Soil Moisture Retrieval Over Low and High Vegetated Agricultural Fields

(2019) Hongquan Wang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

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

Deep Learning Convolutional Neural Network for the Retrieval of Land Surface Temperature from AMSR2 Data in China

(2019) Jiancan Tan et al.   SENSORS

Bare Soil Surface Moisture Retrieval from Sentinel-1 SAR Data Based on the Calibrated IEM and Dubois Models Using Neural Networks

(2019) Hamid Reza Mirsoleimani et al.   SENSORS

Retrieving Surface Soil Moisture over Wheat and Soybean Fields during Growing Season Using Modified Water Cloud Model from Radarsat-2 SAR Data

(2019) Minfeng Xing et al.   Remote Sensing

Soybean yield prediction from UAV using multimodal data fusion and deep learning

(2019) Maitiniyazi Maimaitijiang et al.   REMOTE SENSING OF ENVIRONMENT

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

Crop Classification Based on Differential Characteristics of H/α Scattering Parameters for Multitemporal Quad- and Dual-Polarization SAR Images

(2018) Jiao Guo et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Estimation of Soil Moisture in Vegetation-Covered Floodplains with Sentinel-1 SAR Data Using Support Vector Regression

(2018) Ann-Kathrin Holtgrave et al.   PFG-Journal of Photogrammetry Remote Sensing and Geoinformation Science

A Coupling Model for Soil Moisture Retrieval in Sparse Vegetation Covered Areas Based on Microwave and Optical Remote Sensing Data

(2018) Jinling Kong et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Combining of the H/A/Alpha and Freeman–Durden Polarization Decomposition Methods for Soil Moisture Retrieval from Full-Polarization Radarsat-2 Data

(2018) Qiuxia Xie et al.   Advances in Meteorology

Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at Plot Scale

(2018) Reza Attarzadeh et al.   Remote Sensing

Deep learning based multi-temporal crop classification

(2018) Liheng Zhong et al.   REMOTE SENSING OF ENVIRONMENT

The Value of SMAP for Long-Term Soil Moisture Estimation With the Help of Deep Learning

(2018) Kuai Fang et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Soil Moisture Estimation over Vegetated Agricultural Areas: Tigris Basin, Turkey from Radarsat-2 Data by Polarimetric Decomposition Models and a Generalized Regression Neural Network

(2017) Mehmet Özerdem et al.   Remote Sensing

Estimation of Vegetation Parameters of Water Cloud Model for Global Soil Moisture Retrieval Using Time-Series L-Band Aquarius Observations

(2016) Chenzhou Liu et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Coupling SAR C-Band and Optical Data for Soil Moisture and Leaf Area Index Retrieval Over Irrigated Grasslands

(2016) Nicolas N. Baghdadi et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A practical algorithm for estimating surface soil moisture using combined optical and thermal infrared data

(2016) Pei Leng et al.   International Journal of Applied Earth Observation and Geoinformation

Soil moisture retrieval over irrigated grassland using X-band SAR data

(2016) Mohammad El Hajj et al.   REMOTE SENSING OF ENVIRONMENT

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

(2016) Dianjun Zhang et al.   SENSORS

Nondestructive Detection of Soluble Solids Content of Apples from Dielectric Spectra with ANN and Chemometric Methods

(2015) Wenchuan Guo et al.   Food and Bioprocess Technology

The Potential Use of Multi-Band SAR Data for Soil Moisture Retrieval over Bare Agricultural Areas: Hebei, China

(2015) Xiang Zhang et al.   Remote Sensing

Soil moisture derived using two apparent thermal inertia functions over Canterbury, New Zealand

(2014) Mammatt Sohrabinia et al.   Journal of Applied Remote Sensing

Estimation of Soil Moisture and Surface Roughness From Single-Polarized Radar Data for Bare Soil Surface and Comparison With Dual- and Quad-Polarization Cases

(2013) Soon-Koo Kweon et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Soil moisture mapping using Sentinel-1 images: Algorithm and preliminary validation

(2013) S. Paloscia et al.   REMOTE SENSING OF ENVIRONMENT

Multi-Objective Parameter Optimization in Support Vector Regression: General Formulation and Application to the Retrieval of Soil Moisture From Remote Sensing Data

(2012) L. Pasolli et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications

(2012) Kurt C. Kornelsen et al.   JOURNAL OF HYDROLOGY

Dense Temporal Series of C- and L-band SAR Data for Soil Moisture Retrieval Over Agricultural Crops

(2010) A Balenzano et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Potential of Estimating Soil Moisture Under Vegetation Cover by Means of PolSAR

(2009) Irena Hajnsek et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Soil moisture estimation over vegetated terrains using multitemporal remote sensing data

(2009) Nazzareno Pierdicca et al.   REMOTE SENSING OF ENVIRONMENT

The potential of different ANN techniques in evapotranspiration modelling

(2007) Ozgur Kisi   HYDROLOGICAL PROCESSES