- Home
- Publications
- Publication Search
- Publication Details
Title
Root zone soil moisture estimation with Random Forest
Authors
Keywords
Root zone soil moisture, Random Forest, Prediction, Process-based modeling
Journal
JOURNAL OF HYDROLOGY
Volume 593, Issue -, Pages 125840
Publisher
Elsevier BV
Online
2020-12-10
DOI
10.1016/j.jhydrol.2020.125840
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Quantifying Long-Term Land Surface and Root Zone Soil Moisture over Tibetan Plateau
- (2020) Ruodan Zhuang et al. Remote Sensing
- An Example of Augmenting Regional Sensitivity Analysis Using Machine Learning Software
- (2020) Robert C. Spear et al. WATER RESOURCES RESEARCH
- Deep learning and process understanding for data-driven Earth system science
- (2019) Markus Reichstein et al. NATURE
- Using Machine Learning for Prediction of Saturated Hydraulic Conductivity and Its Sensitivity to Soil Structural Perturbations
- (2019) Samuel N. Araya et al. WATER RESOURCES RESEARCH
- A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources
- (2019) Hristos Tyralis et al. Water
- Improving SPI-derived drought forecasts incorporating synoptic-scale climate indices in multi-phase multivariate empirical mode decomposition model hybridized with simulated annealing and kernel ridge regression algorithms
- (2019) Mumtaz Ali et al. JOURNAL OF HYDROLOGY
- Toward Improved Predictions in Ungauged Basins: Exploiting the Power of Machine Learning
- (2019) Frederik Kratzert et al. WATER RESOURCES RESEARCH
- Methods for interpreting and understanding deep neural networks
- (2018) Grégoire Montavon et al. DIGITAL SIGNAL PROCESSING
- Soil moisture forecasting by a hybrid machine learning technique: ELM integrated with ensemble empirical mode decomposition
- (2018) Ramendra Prasad et al. GEODERMA
- Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables
- (2018) Tomislav Hengl et al. PeerJ
- Testing of observation operators designed to estimate profile soil moisture from surface measurements
- (2018) Xiaodong Gao et al. HYDROLOGICAL PROCESSES
- The global distribution and dynamics of surface soil moisture
- (2017) Kaighin A. McColl et al. Nature Geoscience
- Pedotransfer Functions in Earth System Science: Challenges and Perspectives
- (2017) Kris Van Looy et al. REVIEWS OF GEOPHYSICS
- Upscaling of Surface Soil Moisture Using a Deep Learning Model with VIIRS RDR
- (2017) Dongying Zhang et al. ISPRS International Journal of Geo-Information
- Using machine learning to produce near surface soil moisture estimates from deeper in situ records at U.S. Climate Reference Network (USCRN) locations: Analysis and applications to AMSR-E satellite validation
- (2016) Evan J. Coopersmith et al. ADVANCES IN WATER RESOURCES
- A comparison of numerical and machine-learning modeling of soil water content with limited input data
- (2016) Fatemeh Karandish et al. JOURNAL OF HYDROLOGY
- Model selection and overfitting
- (2016) Jake Lever et al. NATURE METHODS
- Root-zone soil moisture estimation using data-driven methods
- (2014) Kurt C. Kornelsen et al. WATER RESOURCES RESEARCH
- 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
- Analysis of soil moisture memory from observations in Europe
- (2012) R. Orth et al. JOURNAL OF GEOPHYSICAL RESEARCH
- A review of the methods available for estimating soil moisture and its implications for water resource management
- (2012) Pariva Dobriyal et al. JOURNAL OF HYDROLOGY
- Estimating soil moisture using remote sensing data: A machine learning approach
- (2009) Sajjad Ahmad et al. ADVANCES IN WATER RESOURCES
- Evaluating the Utility of Remotely Sensed Soil Moisture Retrievals for Operational Agricultural Drought Monitoring
- (2009) John D. Bolten et al. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
- Data assimilation methods in the Earth sciences
- (2008) Rolf H. Reichle ADVANCES IN WATER RESOURCES
- On the value of soil moisture measurements in vadose zone hydrology: A review
- (2008) H. Vereecken et al. WATER RESOURCES RESEARCH
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now