Estimating catchment scale soil moisture at a high spatial resolution: Integrating remote sensing and machine learning
出版年份 2021 全文链接
标题
Estimating catchment scale soil moisture at a high spatial resolution: Integrating remote sensing and machine learning
作者
关键词
Artificial neural network, Downscaling, Gaussian process regression, Regression tree model, Soil moisture
出版物
SCIENCE OF THE TOTAL ENVIRONMENT
Volume 776, Issue -, Pages 145924
出版商
Elsevier BV
发表日期
2021-02-18
DOI
10.1016/j.scitotenv.2021.145924
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- Comprehensive analysis of alternative downscaled soil moisture products
- (2020) Sabah Sabaghy et al. REMOTE SENSING OF ENVIRONMENT
- Disaggregating satellite soil moisture products based on soil thermal inertia: A comparison of a downscaling model built at two spatial scales
- (2020) I.P. Senanayake et al. JOURNAL OF HYDROLOGY
- An in-situ data based model to downscale radiometric satellite soil moisture products in the Upper Hunter Region of NSW, Australia
- (2019) I.P. Senanayake et al. JOURNAL OF HYDROLOGY
- A Spatially Consistent Downscaling Approach for SMOS Using an Adaptive Moving Window
- (2018) Gerard Portal et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Assessment of energy consumption and modeling of output energy for wheat production by neural network (MLP and RBF) and Gaussian process regression (GPR) models
- (2018) Morteza Taki et al. JOURNAL OF CLEANER PRODUCTION
- Thermal Land Surface Emissivity for Retrieving Land Surface Temperature from Himawari-8
- (2018) Yuhei YAMAMOTO et al. JOURNAL OF THE METEOROLOGICAL SOCIETY OF JAPAN
- Spatially enhanced passive microwave derived soil moisture: Capabilities and opportunities
- (2018) Sabah Sabaghy et al. REMOTE SENSING OF ENVIRONMENT
- An assessment of the differences between spatial resolution and grid size for the SMAP enhanced soil moisture product over homogeneous sites
- (2018) A. Colliander et al. REMOTE SENSING OF ENVIRONMENT
- Downscaling of SMAP Soil Moisture Using Land Surface Temperature and Vegetation Data
- (2018) Bin Fang et al. VADOSE ZONE JOURNAL
- The Polarimetric L-Band Imaging Synthetic Aperture Radar (PLIS): Description, Calibration, and Cross-Validation
- (2018) Liujun Zhu et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Downscaling SMAP Radiometer Soil Moisture over the CONUS Using an Ensemble Learning Method
- (2018) Peyman Abbaszadeh et al. WATER RESOURCES RESEARCH
- Evaluation of SMAP downscaled brightness temperature using SMAPEx-4/5 airborne observations
- (2018) N. Ye et al. REMOTE SENSING OF ENVIRONMENT
- Validation of SMAP surface soil moisture products with core validation sites
- (2017) A. Colliander et al. REMOTE SENSING OF ENVIRONMENT
- A review of spatial downscaling of satellite remotely sensed soil moisture
- (2017) Jian Peng et al. REVIEWS OF GEOPHYSICS
- Soil Moisture Remote Sensing: State-of-the-Science
- (2017) Binayak P. Mohanty et al. VADOSE ZONE JOURNAL
- Downscaling of AMSR-E soil moisture with MODIS products using machine learning approaches
- (2016) Jungho Im et al. Environmental Earth Sciences
- DisPATCh as a tool to evaluate coarse-scale remotely sensed soil moisture using localized in situ measurements: Application to SMOS and AMSR-E data in Southeastern Australia
- (2016) Yoann Malbéteau et al. International Journal of Applied Earth Observation and Geoinformation
- On the identification of representative in situ soil moisture monitoring stations for the validation of SMAP soil moisture products in Australia
- (2016) Mei Sun Yee et al. JOURNAL OF HYDROLOGY
- SMOS disaggregated soil moisture product at 1 km resolution: Processor overview and first validation results
- (2016) B. Molero et al. REMOTE SENSING OF ENVIRONMENT
- Towards improved spatio-temporal resolution soil moisture retrievals from the synergy of SMOS and MSG SEVIRI spaceborne observations
- (2016) María Piles et al. REMOTE SENSING OF ENVIRONMENT
- A robust combination approach for short-term wind speed forecasting and analysis – Combination of the ARIMA (Autoregressive Integrated Moving Average), ELM (Extreme Learning Machine), SVM (Support Vector Machine) and LSSVM (Least Square SVM) forecasts using a GPR (Gaussian Process Regression) model
- (2015) Jianzhou Wang et al. ENERGY
- Standing water effect on soil moisture retrieval from L-band passive microwave observations
- (2015) N. Ye et al. REMOTE SENSING OF ENVIRONMENT
- The Australian three-dimensional soil grid: Australia’s contribution to the GlobalSoilMap project
- (2015) R. A. Viscarra Rossel et al. Soil Research
- Soil and Landscape Grid of Australia
- (2015) M. J. Grundy et al. Soil Research
- A Downscaling Approach for SMOS Land Observations: Evaluation of High-Resolution Soil Moisture Maps Over the Iberian Peninsula
- (2014) Maria Piles et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Combining SMOS with visible and near/shortwave/thermal infrared satellite data for high resolution soil moisture estimates
- (2014) Sergio Sánchez-Ruiz et al. JOURNAL OF HYDROLOGY
- A comparison of Gaussian process regression, random forests and support vector regression for burn severity assessment in diseased forests
- (2014) Carolynne Hultquist et al. Remote Sensing Letters
- The Soil Moisture Active Passive Experiments (SMAPEx): Toward Soil Moisture Retrieval From the SMAP Mission
- (2013) Rocco Panciera et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Soil moisture at watershed scale: Remote sensing techniques
- (2013) Bin Fang et al. JOURNAL OF HYDROLOGY
- Passive Microwave Soil Moisture Downscaling Using Vegetation Index and Skin Surface Temperature
- (2013) Bin Fang et al. VADOSE ZONE JOURNAL
- 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
- Remote Sensing of Soil Moisture in Vineyards Using Airborne and Ground-Based Thermal Inertia Data
- (2013) Aiman Soliman et al. Remote Sensing
- Disaggregation of SMOS Soil Moisture in Southeastern Australia
- (2012) Olivier Merlin et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Advances in soil moisture retrieval from synthetic aperture radar and hydrological applications
- (2012) Kurt C. Kornelsen et al. JOURNAL OF HYDROLOGY
- A daily merged MODIS Aqua–Terra land surface temperature data set for the conterminous United States
- (2012) William L. Crosson et al. REMOTE SENSING OF ENVIRONMENT
- The Murrumbidgee soil moisture monitoring network data set
- (2012) A. B. Smith et al. WATER RESOURCES RESEARCH
- A sparse Gaussian process regression model for tourism demand forecasting in Hong Kong
- (2011) Qi Wu et al. EXPERT SYSTEMS WITH APPLICATIONS
- Downscaling SMOS-Derived Soil Moisture Using MODIS Visible/Infrared Data
- (2011) María Piles et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A simple method for the estimation of thermal inertia
- (2010) J. Wang et al. GEOPHYSICAL RESEARCH LETTERS
- Performance Metrics for Soil Moisture Retrievals and Application Requirements
- (2010) Dara Entekhabi et al. JOURNAL OF HYDROMETEOROLOGY
- The SMOS Mission: New Tool for Monitoring Key Elements ofthe Global Water Cycle
- (2010) Yann H Kerr et al. PROCEEDINGS OF THE IEEE
- A general approach to estimate soil water content from thermal inertia
- (2009) Sen Lu et al. AGRICULTURAL AND FOREST METEOROLOGY
- The NAFE’06 data set: Towards soil moisture retrieval at intermediate resolution
- (2008) Olivier Merlin et al. ADVANCES IN WATER RESOURCES
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