Spatial Scaling Using Temporal Correlations and Ensemble Learning to Obtain High-Resolution Soil Moisture

No abstract is available for this paper.

• Publication year

  2018

• Venue

  IEEE Transactions on Geoscience and Remote Sensing

• Publication date

  2018-01-04

• Fields of study

  Computer Science, Environmental Science

• Identifiers
  DOI 10.1109/TGRS.2017.2722236
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• A review of spatial downscaling of satellite remotely sensed soil moisture

  2017cited by this paper
• Aberystwyth University Towards improved spatio-temporal resolution soil moisture retrievals from the synergy of SMOS and MSG SEVIRI spaceborne observations

  2016cited by this paper
• Downscaling Satellite-Based Soil Moisture in Heterogeneous Regions Using High-Resolution Remote Sensing Products and Information Theory: A Synthetic Study

  2015cited by this paper
• A method to downscale soil moisture to fine resolutions using topographic, vegetation, and soil data

  2015cited by this paper
• Downscaling Advanced Microwave Scanning Radiometer (AMSR-E) SoilMoisture Retrievals Using a Multiple Time-Scale Exponential RainfallAdjustment Technique

  2015cited by this paper
• Copula-Based Downscaling of Coarse-Scale Soil Moisture Observations With Implicit Bias Correction

  2015cited by this paper
• Downscaling microwave brightness temperatures using self regularized regressive models

  2015cited by this paper
• Disaggregation of Remotely Sensed Soil Moisture in Heterogeneous Landscapes Using Holistic Structure-Based Models

  2015cited by this paper
• A Downscaling Approach for SMOS Land Observations: Evaluation of High-Resolution Soil Moisture Maps Over the Iberian Peninsula

  2014cited by this paper
• Assimilation of SMOS Soil Moisture for Quantifying Drought Impacts on Crop Yield in Agricultural Regions

  2014cited by this paper
• Statistical Analysis Techniques in Particle Physics: Fits, Density Estimation and Supervised Learning

  2013cited by this paper
• Self-calibrated evaporation-based disaggregation of SMOS soil moisture: An evaluation study at 3 km and 100 m resolution in Catalunya, Spain

  2013cited by this paper
• Two algorithms to fill cloud gaps in LST time series

  2013cited by this paper
• Spatial Scaling and Variability of Soil Moisture Over Heterogeneous Land Cover and Dynamic Vegetation Conditions

  2013cited by this paper
• Machine Learning Techniques for Downscaling SMOS Satellite Soil Moisture Using MODIS Land Surface Temperature for Hydrological Application

  2013cited by this paper
• Diversity Regularized Ensemble Pruning

  2012cited by this paper
• Improving Spatial Soil Moisture Representation Through Integration of AMSR-E and MODIS Products

  2012cited by this paper
• Disaggregation of SMOS Soil Moisture in Southeastern Australia

  2012cited by this paper
• Downscaling SMOS-Derived Soil Moisture Using MODIS Visible/Infrared Data

  2011cited by this paper
• Flash flood forecasting, warning and risk management: the HYDRATE project

  2011cited by this paper
• Estimating soil moisture using remote sensing data: A machine learning approach

  2010cited by this paper
• Nonlinear Processes in Geophysics On the scaling characteristics of observed and simulated spatial soil moisture fields

  2009cited by this paper
• Retrieving soil temperature profile by assimilating MODIS LST products with ensemble Kalman filter

  2008cited by this paper
• Statistical downscaling of GCM simulations to streamflow using relevance vector machine

  2008cited by this paper
• On the Disaggregation of Passive Microwave Soil Moisture Data Using A Priori Knowledge of Temporally Persistent Soil Moisture Fields

  2008cited by this paper
• Downscaling Thermal Infrared Radiance for Subpixel Land Surface Temperature Retrieval

  2008cited by this paper
• Towards deterministic downscaling of SMOS soil moisture using MODIS derived soil evaporative efficiency

  2008cited by this paper
• Soil Moisture Active-Passive Mission (SMAP)

  2008cited by this paper
• Scaling characteristics of spatial patterns of soil moisture from distributed modelling

  2007cited by this paper
• Development and evaluation of Soil Moisture Deficit Index (SMDI) and Evapotranspiration Deficit Index (ETDI) for agricultural drought monitoring

  2005cited by this paper
• What You See May Not Be What You Get: A Brief, Nontechnical Introduction to Overfitting in Regression-Type Models

  2004cited by this paper
• The assimilation of remotely sensed soil brightness temperature imagery into a land surface model using Ensemble Kalman filtering: a case study based on ESTAR measurements during SGP97

  2003cited by this paper
• Spaceborne soil moisture estimation at high resolution: a microwave-optical/IR synergistic approach

  2003cited by this paper
• Effects of climate change on US crop production: simulation results using two different GCM scenarios. Part I: Wheat, potato, maize, and citrus

  2002cited by this paper
• The Value of Coarse-Scale Soil Moisture Observations for Regional Surface Energy Balance Modeling

  2002cited by this paper
• Subpixel variability of remotely sensed soil moisture: an inter-comparison study of SAR and ESTAR

  2002cited by this paper
• Space-time characterization of soil moisture from passive microwave remotely sensed imagery and ancillary data

  2002cited by this paper
• Early spatial and temporal validation of MODIS LAI product in the Southern Africa Kalahari

  2002cited by this paper
• Soil moisture retrieval from space: the Soil Moisture and Ocean Salinity (SMOS) mission

  2001cited by this paper
• Regression Shrinkage and Selection via the Lasso

  1996cited by this paper
• Bagging Predictors

  1996influential reference
• On a derivable formula for long-wave radiation from clear skies

  1975cited by this paper

• A novel method for soil organic carbon prediction using integrated ‘ground-air-space’ multimodal remote sensing data

  2025cites this paper
• Mapping Surface Water Fraction Over the Pan-Tropical Region Using CYGNSS Data

  2024cites this paper
• Properties and Fungal Communities of Different Soils for Growth of the Medicinal Asian Water Plantain, Alisma orientale, in Fujian, China

  2024influential citation
• High Spatial Resolution of Soil Moisture Using Bagged Regression Trees and Spatio-Temporal Correlations from SMAP L2 Products

  2023cites this paper
• Soil moisture retrieval using space-borne GNSS reflectometry: a comprehensive review

  2022cites this paper
• Near Real-Time Soil Moisture in China Retrieved From CyGNSS Reflectivity

  2022cites this paper
• A spatial downscaling method for SMAP soil moisture through visible and shortwave-infrared remote sensing data

  2020cites this paper
• Surface soil moisture estimation at high spatial resolution by fusing synthetic aperture radar and optical remote sensing data

  2020cites this paper
• Downscaling SMAP Radiometer Soil Moisture Over the CONUS Using an Ensemble Learning Method

  2019cites this paper
• 2018 Annual Report

  2018cites this paper