Comprehensive Evaluation of Sentinel-2 Red Edge and Shortwave-Infrared Bands to Estimate Soil Moisture

Comprehensive Evaluation of Sentinel-2 Red Edge and Shortwave-Infrared Bands to Estimate Soil Moisture

This article aims to explore the applicability of SMMI (soil moisture monitoring index), MSMMI (modified soil moisture monitoring index), PDI (perpendicular drought index), and MPDI (modified perpendicular drought index) in estimating soil moisture (SM) in farmland. The random forest classifier was...

Full description

Bibliographic Details
Main Authors:	Ying Liu, Jiaxin Qian, Hui Yue
Format:	Article
Language:	English
Published:	IEEE 2021-01-01
Series:	IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Subjects:	Red edge Sentinel-2 short-wave infrared (SWIR) soil moisture (SM) Soil Moisture Active Passive Validation Experiment 2016 (SMAPVEX16)
Online Access:	https://ieeexplore.ieee.org/document/9492822/

Similar Items

Combined Sentinel-1A With Sentinel-2A to Estimate Soil Moisture in Farmland
by: Ying Liu, et al.
Published: (2021-01-01)

Decomposition-Based Soil Moisture Estimation Using UAVSAR Fully Polarimetric Images
by: Zeinab Akhavan, et al.
Published: (2021-01-01)

Evaluation of Simplified Polarimetric Decomposition for Soil Moisture Retrieval over Vegetated Agricultural Fields
by: Hongquan Wang, et al.
Published: (2016-02-01)

Assessing Disaggregated SMAP Soil Moisture Products in the United States
by: Pang-Wei Liu, et al.
Published: (2021-01-01)

Synergetic Use of Sentinel-1 and Sentinel-2 Data for Soil Moisture Mapping at 100 m Resolution
by: Qi Gao, et al.
Published: (2017-08-01)

Soil Moisture Estimates in a Grass Field Using Sentinel-1 Radar Data and an Assimilation Approach
by: Nicola Montaldo, et al.
Published: (2021-08-01)

NIR-Red Spectra-Based Disaggregation of SMAP Soil Moisture to 250 m Resolution Based on SMAPEx-4/5 in Southeastern Australia
by: Nengcheng Chen, et al.
Published: (2017-01-01)

Accuracies of Soil Moisture Estimations Using a Semi-Empirical Model over Bare Soil Agricultural Croplands from Sentinel-1 SAR Data
by: Anil Kumar Hoskera, et al.
Published: (2020-05-01)

AMSR2 Soil Moisture Downscaling Using Temperature and Vegetation Data
by: Bin Fang, et al.
Published: (2018-10-01)

Soil Moisture and Irrigation Mapping in A Semi-Arid Region, Based on the Synergetic Use of Sentinel-1 and Sentinel-2 Data
by: Safa Bousbih, et al.
Published: (2018-12-01)

Potential Applicability of SMAP in ECV Soil Moisture Gap-Filling: A Case Study in Europe
by: Yangxiaoyue Liu, et al.
Published: (2020-01-01)

Performance of Four Passive Microwave Soil Moisture Products in Maize Cultivation Areas of Northeast China
by: Xingming Zheng, et al.
Published: (2020-01-01)

Disaggregation of SMOS Soil Moisture to 100 m Resolution Using MODIS Optical/Thermal and Sentinel-1 Radar Data: Evaluation over a Bare Soil Site in Morocco
by: Omar Ali Eweys, et al.
Published: (2017-11-01)

Downscaling SMAP Soil Moisture Products With Convolutional Neural Network
by: Wei Xu, et al.
Published: (2021-01-01)

Soil Moisture in the Biebrza Wetlands Retrieved from Sentinel-1 Imagery
by: Katarzyna Dabrowska-Zielinska, et al.
Published: (2018-12-01)

Leveraging the Google Earth Engine for Drought Assessment Using Global Soil Moisture Data
by: Nazmus Sazib, et al.
Published: (2018-08-01)

Estimating 500-m Resolution Soil Moisture Using Sentinel-1 and Optical Data Synergy
by: Myriam Foucras, et al.
Published: (2020-03-01)

Assessment of the SMAP-Derived Soil Water Deficit Index (SWDI-SMAP) as an Agricultural Drought Index in China
by: Jueying Bai, et al.
Published: (2018-08-01)

Application of Sentinel-1B Polarimetric Observations to Soil Moisture Retrieval Using Neural Networks: Case Study for Bare Siberian Chernozem Soil
by: Konstantin Muzalevskiy, et al.
Published: (2021-09-01)

Soil Moisture Retrival Based on Sentinel-1 Imagery under Sparse Vegetation Coverage
by: Shuai Huang, et al.
Published: (2019-01-01)

Potential of Sentinel-1 Surface Soil Moisture Product for Detecting Heavy Rainfall in the South of France
by: Hassan Bazzi, et al.
Published: (2019-02-01)

Extending the Spatio-Temporal Applicability of DISPATCH Soil Moisture Downscaling Algorithm: A Study Case Using SMAP, MODIS and Sentinel-3 Data
by: Nitu Ojha, et al.
Published: (2021-03-01)

Assessment of Multi-Scale SMOS and SMAP Soil Moisture Products across the Iberian Peninsula
by: Gerard Portal, et al.
Published: (2020-02-01)

Irrigation Mapping Using Sentinel-1 Time Series at Field Scale
by: Qi Gao, et al.
Published: (2018-09-01)

The Evaluation of Single-Sensor Surface Soil Moisture Anomalies over the Mainland of the People’s Republic of China
by: Robert M. Parinussa, et al.
Published: (2017-02-01)

DSCALE_mod16: A Model for Disaggregating Microwave Satellite Soil Moisture with Land Surface Evapotranspiration Products and Gridded Meteorological Data
by: Hao Sun, et al.
Published: (2020-03-01)

Soil Moisture Retrieval and Spatiotemporal Pattern Analysis Using Sentinel-1 Data of Dahra, Senegal
by: Zhiqu Liu, et al.
Published: (2017-11-01)

Evaluation of SMOS, SMAP, ASCAT and Sentinel-1 Soil Moisture Products at Sites in Southwestern France
by: Mohammad El Hajj, et al.
Published: (2018-04-01)

Soil Texture Estimation Using Radar and Optical Data from Sentinel-1 and Sentinel-2
by: Safa Bousbih, et al.
Published: (2019-06-01)

Soil Moisture Retrieval in Farmland Areas with Sentinel Multi-Source Data Based on Regression Convolutional Neural Networks
by: Jian Liu, et al.
Published: (2021-01-01)

Soil Moisture Retrievals Using Multi-Temporal Sentinel-1 Data over Nagqu Region of Tibetan Plateau
by: Mengying Yang, et al.
Published: (2021-05-01)

Aplikasi Pengontrolan Kelembaban Tanah pada Smart Garden Menggunakan Sensor Soil Moisture
by: Faridah Faridah
Published: (2019-12-01)

Horizontal Movement of Moisture in Soil
by: Read, D.W. L.
Published: (1958)

Investigating the impact of surface soil moisture assimilation on state and parameter estimation in SWAT model based on the ensemble Kalman filter in upper Huai River basin
by: Liu Yongwei, et al.
Published: (2017-06-01)

An Improved Approach for Soil Moisture Estimation in Gully Fields of the Loess Plateau Using Sentinel-1A Radar Images
by: Shanchuan Guo, et al.
Published: (2019-02-01)

Retrieval of Soil Moisture by Integrating Sentinel-1A and MODIS Data over Agricultural Fields
by: Yizhi Han, et al.
Published: (2020-06-01)

Impacts of Radiometric Uncertainty and Weather-Related Surface Conditions on Soil Moisture Retrievals with Sentinel-1
by: Harm-Jan F. Benninga, et al.
Published: (2019-08-01)

Long Term Global Surface Soil Moisture Fields Using an SMOS-Trained Neural Network Applied to AMSR-E Data
by: Nemesio J. Rodríguez-Fernández, et al.
Published: (2016-11-01)

The Shortwave Infrared Bands’ Response to Stomatal Conductance in “Conference” Pear Trees (Pyrus communis L.)
by: Raymond Struthers, et al.
Published: (2015-10-01)

Standardized Soil Moisture Index for Drought Monitoring Based on Soil Moisture Active Passive Observations and 36 Years of North American Land Data Assimilation System Data: A Case Study in the Southeast United States
by: Yaping Xu, et al.
Published: (2018-02-01)