Comparison of gap-filling techniques applied to the CCI soil moisture database in Southern Europe
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Comparison of gap-filling techniques applied to the CCI soil moisture database in Southern Europe
Authors
Keywords
Gap-filling, Soil moisture, CCI, Support vector machines
Journal
REMOTE SENSING OF ENVIRONMENT
Volume 258, Issue -, Pages 112377
Publisher
Elsevier BV
Online
2021-03-03
DOI
10.1016/j.rse.2021.112377
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Spatial Gap-Filling of ESA CCI Satellite-Derived Soil Moisture Based on Geostatistical Techniques and Multiple Regression
- (2020) Ricardo M. Llamas et al. Remote Sensing
- Rebuilding a Microwave Soil Moisture Product Using Random Forest Adopting AMSR-E/AMSR2 Brightness Temperature and SMAP over the Qinghai–Tibet Plateau, China
- (2019) Yuquan Qu et al. Remote Sensing
- Impact of Soil Moisture Data Characteristics on the Sensitivity to Crop Yields Under Drought and Excess Moisture Conditions
- (2019) Catherine Champagne et al. Remote Sensing
- Assessment and inter-comparison of recently developed/reprocessed microwave satellite soil moisture products using ISMN ground-based measurements
- (2019) A. Al-Yaari et al. REMOTE SENSING OF ENVIRONMENT
- An integrated methodology for surface soil moisture estimating using remote sensing data approach
- (2019) Rida Khellouk et al. Geocarto International
- Generation of spatially complete and daily continuous surface soil moisture of high spatial resolution
- (2019) Di Long et al. REMOTE SENSING OF ENVIRONMENT
- A spatio-temporal continuous soil moisture dataset over the Tibet Plateau from 2002 to 2015
- (2019) Yaokui Cui et al. Scientific Data
- Tracking tree growth through satellite soil moisture monitoring: A case study of Pinus halepensis in Spain
- (2019) J. Martínez-Fernández et al. REMOTE SENSING OF ENVIRONMENT
- A spatial downscaling approach for the SMAP passive surface soil moisture product using random forest regression
- (2018) Wei Zhao et al. JOURNAL OF HYDROLOGY
- CCI soil moisture assessment with SMOS soil moisture and in situ data under different environmental conditions and spatial scales in Spain
- (2018) Á. González-Zamora et al. REMOTE SENSING OF ENVIRONMENT
- Inter-comparison of satellite-retrieved and Global Land Data Assimilation System-simulated soil moisture datasets for global drought analysis
- (2018) Yongwei Liu et al. REMOTE SENSING OF ENVIRONMENT
- Triple Collocation-Based Merging of Satellite Soil Moisture Retrievals
- (2017) Alexander Gruber et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- A drought event composite analysis using satellite remote-sensing based soil moisture
- (2017) Nadine Nicolai-Shaw et al. REMOTE SENSING OF ENVIRONMENT
- ESA CCI Soil Moisture for improved Earth system understanding: State-of-the art and future directions
- (2017) Wouter Dorigo 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
- Evaluating climate and soil effects on regional soil moisture spatial variability using EOFs
- (2017) Tiejun Wang et al. WATER RESOURCES RESEARCH
- A Machine Learning Based Reconstruction Method for Satellite Remote Sensing of Soil Moisture Images with In Situ Observations
- (2017) Chenjie Xing et al. Remote Sensing
- Root-zone plant available water estimation using the SMOS-derived soil water index
- (2016) Ángel González-Zamora et al. ADVANCES IN WATER RESOURCES
- Mapping topsoil physical properties at European scale using the LUCAS database
- (2016) Cristiano Ballabio et al. GEODERMA
- Reconstruction of GF-1 Soil Moisture Observation Based on Satellite and In Situ Sensor Collaboration Under Full Cloud Contamination
- (2016) Xiang Zhang et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Varying applicability of four different satellite-derived soil moisture products to global gridded crop model evaluation
- (2016) Toru Sakai et al. International Journal of Applied Earth Observation and Geoinformation
- Validation and trend analysis of ECV soil moisture data on cropland in North China Plain during 1981–2010
- (2016) Sisi Wang et al. International Journal of Applied Earth Observation and Geoinformation
- Comparison of temporal trends from multiple soil moisture data sets and precipitation: The implication of irrigation on regional soil moisture trend
- (2016) Jianxiu Qiu et al. International Journal of Applied Earth Observation and Geoinformation
- Evaluating ESA CCI soil moisture in East Africa
- (2016) Amy McNally et al. International Journal of Applied Earth Observation and Geoinformation
- Validation of the ESA CCI soil moisture product in China
- (2016) Ru An et al. International Journal of Applied Earth Observation and Geoinformation
- Validation and reconstruction of FY-3B/MWRI soil moisture using an artificial neural network based on reconstructed MODIS optical products over the Tibetan Plateau
- (2016) Yaokui Cui et al. JOURNAL OF HYDROLOGY
- 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
- Satellite soil moisture for agricultural drought monitoring: Assessment of the SMOS derived Soil Water Deficit Index
- (2016) J. Martínez-Fernández et al. REMOTE SENSING OF ENVIRONMENT
- Spatially and Temporally Complete Satellite Soil Moisture Data Based on a Data Assimilation Method
- (2016) Zhiqiang Xiao et al. Remote Sensing
- Machine learning in geosciences and remote sensing
- (2016) David J. Lary et al. Geoscience Frontiers
- Evaluation of the ESA CCI soil moisture product using ground-based observations
- (2015) W.A. Dorigo et al. REMOTE SENSING OF ENVIRONMENT
- Review of Machine Learning Approaches for Biomass and Soil Moisture Retrievals from Remote Sensing Data
- (2015) Iftikhar Ali et al. Remote Sensing
- 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
- Assessing artificial neural networks and statistical methods for infilling missing soil moisture records
- (2014) Gift Dumedah et al. JOURNAL OF HYDROLOGY
- Comparison and application of multiple methods for temporal interpolation of daily soil moisture
- (2013) Trenton W. Ford et al. INTERNATIONAL JOURNAL OF CLIMATOLOGY
- Patterns and scaling properties of surface soil moisture in an agricultural landscape: An ecohydrological modeling study
- (2013) W. Korres et al. JOURNAL OF HYDROLOGY
- 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
- Application of Temporal Gap Filling to Natural Power Law Spectrums
- (2012) B. D. Rigling IEEE Geoscience and Remote Sensing Letters
- High density biomass estimation for wetland vegetation using WorldView-2 imagery and random forest regression algorithm
- (2012) Onisimo Mutanga et al. International Journal of Applied Earth Observation and Geoinformation
- Comparison of Interpolation, Statistical, and Data-Driven Methods for Imputation of Missing Values in a Distributed Soil Moisture Dataset
- (2012) Kurt Kornelsen et al. JOURNAL OF HYDROLOGIC ENGINEERING
- A three-dimensional gap filling method for large geophysical datasets: Application to global satellite soil moisture observations
- (2011) Guojie Wang et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Distributed rainfall-runoff modelling for flood frequency estimation and flood forecasting
- (2011) L. Brocca et al. HYDROLOGICAL PROCESSES
- Evaluation of statistical methods for infilling missing values in high-resolution soil moisture data
- (2011) Gift Dumedah et al. JOURNAL OF HYDROLOGY
- A Network of Terrestrial Environmental Observatories in Germany
- (2011) Steffen Zacharias et al. VADOSE ZONE JOURNAL
- Investigating soil moisture–climate interactions in a changing climate: A review
- (2010) Sonia I. Seneviratne et al. EARTH-SCIENCE REVIEWS
- Support vector machines in remote sensing: A review
- (2010) Giorgos Mountrakis et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Performance Metrics for Soil Moisture Retrievals and Application Requirements
- (2010) Dara Entekhabi et al. JOURNAL OF HYDROMETEOROLOGY
- Estimating soil moisture using remote sensing data: A machine learning approach
- (2009) Sajjad Ahmad et al. ADVANCES IN WATER RESOURCES
- Robust smoothing of gridded data in one and higher dimensions with missing values
- (2009) Damien Garcia COMPUTATIONAL STATISTICS & DATA ANALYSIS
- Mean Map Kernel Methods for Semisupervised Cloud Classification
- (2009) L. Gomez-Chova et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- On the estimation of antecedent wetness conditions in rainfall–runoff modelling
- (2007) L. Brocca et al. HYDROLOGICAL PROCESSES
- Spacebased estimation of moisture transport in marine atmosphere using support vector regression
- (2007) X XIE et al. REMOTE SENSING OF ENVIRONMENT
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now