Downscaling of soil moisture products using deep learning: Comparison and analysis on Tibetan Plateau

Inter-comparison of several soil moisture downscaling methods over the Qinghai-Tibet Plateau, China

(2020) Yuquan Qu et al.   JOURNAL OF HYDROLOGY

Downscaling SMAP soil moisture estimation with gradient boosting decision tree regression over the Tibetan Plateau

(2019) Zushuai Wei et al.   REMOTE SENSING OF ENVIRONMENT

Object Detection With Deep Learning: A Review

(2019) Zhong-Qiu Zhao et al.   IEEE Transactions on Neural Networks and Learning Systems

Machine learning: Overview of the recent progresses and implications for the process systems engineering field

(2018) Jay H. Lee et al.   COMPUTERS & CHEMICAL ENGINEERING

Downscaling near-surface soil moisture from field to plot scale: A comparative analysis under different environmental conditions

(2018) Paolo Nasta et al.   JOURNAL OF HYDROLOGY

Spatially enhanced passive microwave derived soil moisture: Capabilities and opportunities

(2018) Sabah Sabaghy et al.   REMOTE SENSING OF ENVIRONMENT

Spatio-temporal fusion for daily Sentinel-2 images

(2018) Qunming Wang et al.   REMOTE SENSING OF ENVIRONMENT

Deep convolution neural network for image recognition

(2018) Boukaye Boubacar Traore et al.   Ecological Informatics

AMSR2 Soil Moisture Downscaling Using Temperature and Vegetation Data

(2018) Bin Fang et al.   Remote Sensing

Prolongation of SMAP to Spatiotemporally Seamless Coverage of Continental U.S. Using a Deep Learning Neural Network

(2017) Kuai Fang et al.   GEOPHYSICAL RESEARCH LETTERS

A review of spatial downscaling of satellite remotely sensed soil moisture

(2017) Jian Peng et al.   REVIEWS OF GEOPHYSICS

Comparison of Different Machine Learning Approaches for Monthly Satellite-Based Soil Moisture Downscaling over Northeast China

(2017) Yangxiaoyue Liu et al.   Remote Sensing

Evaluation of Multiple Downscaled Microwave Soil Moisture Products over the Central Tibetan Plateau

(2017) Hongtao Jiang et al.   Remote Sensing

Comparison of multiple linear regression and artificial neural network models for downscaling TRMM precipitation products using MODIS data

(2016) D. D. Alexakis et al.   Environmental Earth Sciences

Improving spatial representation of soil moisture by integration of microwave observations and the temperature–vegetation–drought index derived from MODIS products

(2016) Jun Wang et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Uncertainties of the Gravity Recovery and Climate Experiment time-variable gravity-field solutions based on three-cornered hat method

(2016) Vagner G. Ferreira et al.   Journal of Applied Remote Sensing

Uncertainties in remotely sensed precipitation data over Africa

(2015) J.L. Awange et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

A Preliminary Study toward Consistent Soil Moisture from AMSR2

(2015) Robert M. Parinussa et al.   JOURNAL OF HYDROMETEOROLOGY

Disaggregation of SMOS soil moisture over the Canadian Prairies

(2015) Najib Djamai et al.   REMOTE SENSING OF ENVIRONMENT

Downscaling MODIS images with area-to-point regression kriging

(2015) Qunming Wang et al.   REMOTE SENSING OF ENVIRONMENT

Global surface soil moisture from the Microwave Radiation Imager onboard the Fengyun-3B satellite

(2014) R.M. Parinussa et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Downscaling MODIS LST in the East African mountains using elevation gradient and land-cover information

(2014) Eduardo Eiji Maeda   INTERNATIONAL JOURNAL OF REMOTE SENSING

Evaluation of the SMAP brightness temperature downscaling algorithm using active–passive microwave observations

(2014) Xiaoling Wu et al.   REMOTE SENSING OF ENVIRONMENT

A Multiscale Soil Moisture and Freeze–Thaw Monitoring Network on the Third Pole

(2013) Kun Yang et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Tests of the SMAP Combined Radar and Radiometer Algorithm Using Airborne Field Campaign Observations and Simulated Data

(2013) Narendra Narayan Das et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Machine Learning Techniques for Downscaling SMOS Satellite Soil Moisture Using MODIS Land Surface Temperature for Hydrological Application

(2013) Prashant K. Srivastava et al.   WATER RESOURCES MANAGEMENT

Assimilation and downscaling of satellite observed soil moisture over the Little River Experimental Watershed in Georgia, USA

(2012) Alok Kumar Sahoo et al.   ADVANCES IN WATER RESOURCES

Impact of soil moisture heterogeneity length scale and gradients on daytime coupled land-cloudy boundary layer interactions

(2012) Hsin-Yuan Huang et al.   HYDROLOGICAL PROCESSES

An unmixing algorithm for remotely sensed soil moisture

(2012) Amor V. M. Ines et al.   WATER RESOURCES RESEARCH

Investigating soil moisture–climate interactions in a changing climate: A review

(2010) Sonia I. Seneviratne et al.   EARTH-SCIENCE REVIEWS

Performance Metrics for Soil Moisture Retrievals and Application Requirements

(2010) Dara Entekhabi et al.   JOURNAL OF HYDROMETEOROLOGY

The Soil Moisture Active Passive (SMAP) Mission

(2010) Dara Entekhabi et al.   PROCEEDINGS OF THE IEEE

An improved algorithm for disaggregating microwave-derived soil moisture based on red, near-infrared and thermal-infrared data

(2010) Olivier Merlin et al.   REMOTE SENSING OF ENVIRONMENT

Soil Moisture Impacts on Convective Margins

(2009) Benjamin R. Lintner et al.   JOURNAL OF HYDROMETEOROLOGY

Downscaling and Assimilation of Surface Soil Moisture Using Ground Truth Measurements

(2008) Yasir H. Kaheil et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING