Surface soil moisture retrievals from remote sensing: Current status, products & future trends
GP Petropoulos, G Ireland, B Barrett - Physics and Chemistry of the Earth …, 2015 - Elsevier
Abstract Advances in Earth Observation (EO) technology, particularly over the last two
decades, have shown that soil moisture content (SMC) can be measured to some degree or …
decades, have shown that soil moisture content (SMC) can be measured to some degree or …
Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications
KC Kornelsen, P Coulibaly - Journal of Hydrology, 2013 - Elsevier
The sensitivity of Synthetic Aperture Radar (SAR) to soil moisture is well established,
however, the retrieval of soil moisture from SAR is confounded by the effects of surface …
however, the retrieval of soil moisture from SAR is confounded by the effects of surface …
Deep learning and data fusion to estimate surface soil moisture from multi-sensor satellite images
We propose a new architecture based on a fully connected feed-forward Artificial Neural
Network (ANN) model to estimate surface soil moisture from satellite images on a large …
Network (ANN) model to estimate surface soil moisture from satellite images on a large …
Four decades of microwave satellite soil moisture observations: Part 1. A review of retrieval algorithms
The satellite based passive (radiometer) and active (radar) microwave sensors enhanced
our ability to retrieve soil moisture at global scales. It has been almost four decades since …
our ability to retrieve soil moisture at global scales. It has been almost four decades since …
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
Radar data have been used to retrieve and monitor the surface soil moisture (SM) changes
in various conditions. However, the calibration of radar models whether empirically or …
in various conditions. However, the calibration of radar models whether empirically or …
On the soil roughness parameterization problem in soil moisture retrieval of bare surfaces from synthetic aperture radar
Synthetic Aperture Radar has shown its large potential for retrieving soil moisture maps at
regional scales. However, since the backscattered signal is determined by several surface …
regional scales. However, since the backscattered signal is determined by several surface …
Soil moisture retrieval from active spaceborne microwave observations: An evaluation of current techniques
BW Barrett, E Dwyer, P Whelan - Remote Sensing, 2009 - mdpi.com
The importance of land surface-atmosphere interactions, principally the effects of soil
moisture, on hydrological, meteorological, and ecological processes has gained widespread …
moisture, on hydrological, meteorological, and ecological processes has gained widespread …
Evaluation of backscattering models and support vector machine for the retrieval of bare soil moisture from Sentinel-1 data
The main objective of this work was to retrieve surface soil moisture (SSM) by using
scattering models and a support vector machine (SVM) technique driven by backscattering …
scattering models and a support vector machine (SVM) technique driven by backscattering …
A new empirical model for radar scattering from bare soil surfaces
The objective of this paper is to propose a new semi-empirical radar backscattering model
for bare soil surfaces based on the Dubois model. A wide dataset of backscattering …
for bare soil surfaces based on the Dubois model. A wide dataset of backscattering …
Using ENVISAT ASAR global mode data for surface soil moisture retrieval over Oklahoma, USA
The Advanced Synthetic Aperture Radar (ASAR) onboard of the satellite ENVISAT can be
operated in global monitoring (GM) mode. ASAR GM mode has delivered the first global …
operated in global monitoring (GM) mode. ASAR GM mode has delivered the first global …