Spatiotemporal modelling of soil moisture in an A tlantic forest through machine learning algorithms

Generating high-resolution daily soil moisture by using spatial downscaling techniques: a comparison of six machine learning algorithms

(2020) Yangxiaoyue Liu et al.   ADVANCES IN WATER RESOURCES

Machine learning to estimate soil moisture from geophysical measurements of electrical conductivity

(2019) Davood Moghadas et al.   Near Surface Geophysics

A Brief Review of Random Forests for Water Scientists and Practitioners and Their Recent History in Water Resources

(2019) Hristos Tyralis et al.   Water

Rainfall partitioning measurement and rainfall interception modelling in a tropical semi-deciduous Atlantic forest remnant

(2019) José Alves Junqueira Junior et al.   AGRICULTURAL AND FOREST METEOROLOGY

Soil moisture forecasting by a hybrid machine learning technique: ELM integrated with ensemble empirical mode decomposition

(2018) Ramendra Prasad et al.   GEODERMA

A spatial downscaling approach for the SMAP passive surface soil moisture product using random forest regression

(2018) Wei Zhao et al.   JOURNAL OF HYDROLOGY

Soil moisture dynamics and dominant controls at different spatial scales over semiarid and semi-humid areas

(2018) Lizhu Suo et al.   JOURNAL OF HYDROLOGY

Water Availability Drives Gradients of Tree Diversity, Structure and Functional Traits in the Atlantic-Cerrado-Caatinga Transition, Brazil

(2018) Marcela de Castro Nunes Santos Terra et al.   Journal of Plant Ecology

Agricultural drought prediction using climate indices based on Support Vector Regression in Xiangjiang River basin

(2018) Ye Tian et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Long-Term Variability of Soil Moisture in the Southern Sierra: Measurement and Prediction

(2018) Carlos A. Oroza et al.   VADOSE ZONE JOURNAL

Water Availability Drives Gradients of Tree Diversity, Structure and Functional Traits in the Atlantic-Cerrado-Caatinga Transition, Brazil

(2018) Marcela de Castro Nunes Santos Terra et al.   Journal of Plant Ecology

Random forest as a generic framework for predictive modeling of spatial and spatio-temporal variables

(2018) Tomislav Hengl et al.   PeerJ

Developing climate model ensembles: A comparative case study

(2018) Jesse Crawford et al.   JOURNAL OF HYDROLOGY

Water balance in a neotropical forest catchment of southeastern Brazil

(2018) Carlos R. Mello et al.   CATENA

Time-stability of soil water content (SWC) in an Atlantic Forest - Latosol site

(2017) J.A. Junqueira et al.   GEODERMA

Assessment of climate change impacts on streamflow and hydropower potential in the headwater region of the Grande river basin, Southeastern Brazil

(2017) Vinícius A. de Oliveira et al.   INTERNATIONAL JOURNAL OF CLIMATOLOGY

Stemflow in a neotropical forest remnant: vegetative determinants, spatial distribution and correlation with soil moisture

(2017) Marcela de Castro Nunes Santos Terra et al.   TREES-STRUCTURE AND FUNCTION

Characteristics of canopy interception and its simulation with a revised Gash model for a larch plantation in the Liupan Mountains, China

(2017) Zebin Liu et al.   JOURNAL OF FORESTRY RESEARCH

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

Spatial prediction of soil–water transmissivity based on fuzzy logic in a Brazilian headwater watershed

(2016) Leandro Campos Pinto et al.   CATENA

Application of artificial neural networks for the soil moisture retrieval from active and passive microwave spaceborne sensors

(2016) Emanuele Santi et al.   International Journal of Applied Earth Observation and Geoinformation

Applying a weighted random forests method to extract karst sinkholes from LiDAR data

(2016) Junfeng Zhu et al.   JOURNAL OF HYDROLOGY

Application of multivariate statistical techniques in microbial ecology

(2016) O. Paliy et al.   MOLECULAR ECOLOGY

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Modeling spatio-temporal distribution of soil moisture by deep learning-based cellular automata model

(2016) Xiaodong Song et al.   Journal of Arid Land

Support Vector Regression for Rainfall-Runoff Modeling in Urban Drainage: A Comparison with the EPA’s Storm Water Management Model

(2016) Francesco Granata et al.   Water

A random forest guided tour

(2016) Gérard Biau et al.   TEST

Spatio-temporal variability and temporal stability of water contents distributed within soil profiles at a hillslope scale

(2015) Lei Gao et al.   CATENA

Changes in plant functional traits and water use in Atlantic rainforest: evidence of conservative water use in spatio-temporal scales

(2015) Bruno H. P. Rosado et al.   TREES-STRUCTURE AND FUNCTION

Assessment of Surface Soil Moisture Using High-Resolution Multi-Spectral Imagery and Artificial Neural Networks

(2015) Leila Hassan-Esfahani et al.   Remote Sensing

Support vector machine applications in the field of hydrology: A review

(2014) Sujay Raghavendra. N et al.   APPLIED SOFT COMPUTING

Spatial structure of surface soil water content in a natural forested headwater catchment with a subtropical monsoon climate

(2014) Wei-Li Liang et al.   JOURNAL OF HYDROLOGY

Throughfall heterogeneity in tropical forested landscapes as a focal mechanism for deep percolation

(2014) P. Zion Klos et al.   JOURNAL OF HYDROLOGY

Evaluation of statistical and geostatistical models of digital soil properties mapping in tropical mountain regions

(2014) Waldir de Carvalho Junior et al.   REVISTA BRASILEIRA DE CIENCIA DO SOLO

Wavelet Bootstrap Multiple Linear Regression Based Hybrid Modeling for Daily River Discharge Forecasting

(2014) Vinit Sehgal et al.   WATER RESOURCES MANAGEMENT

Using satellite based soil moisture to quantify the water driven variability in NDVI: A case study over mainland Australia

(2013) T. Chen et al.   REMOTE SENSING OF ENVIRONMENT

Prediction of Water Retention of Soils from the Humid Tropics by the Nonparametric -Nearest Neighbor Approach

(2013) Yves-Dady Botula et al.   VADOSE ZONE JOURNAL

Multi-scale temporal stability analysis of surface and subsurface soil moisture within the Upper Cedar Creek Watershed, Indiana

(2012) Gary C. Heathman et al.   CATENA

A review of supervised machine learning algorithms and their applications to ecological data

(2012) C. Crisci et al.   ECOLOGICAL MODELLING

A multi-layer soil moisture data assimilation using support vector machines and ensemble particle filter

(2012) Zhongbo Yu et al.   JOURNAL OF HYDROLOGY

Spatial distribution of top soil water content in an experimental catchment of Southeast Brazil

(2012) Carlos Rogério de Mello et al.   SCIENTIA AGRICOLA

Soil moisture variability along transects over a well-developed gully in the Loess Plateau, China

(2011) Xiaodong Gao et al.   CATENA

Spatiotemporal analyses of soil moisture from point to footprint scale in two different hydroclimatic regions

(2011) Champa Joshi et al.   WATER RESOURCES RESEARCH

Estimating soil moisture using remote sensing data: A machine learning approach

(2009) Sajjad Ahmad et al.   ADVANCES IN WATER RESOURCES

Using oceanic-atmospheric oscillations for long lead time streamflow forecasting

(2009) Ajay Kalra et al.   WATER RESOURCES RESEARCH

A Comparison of Soil Moisture Models Using Soil Climate Analysis Network Observations

(2008) Lei Meng et al.   JOURNAL OF HYDROMETEOROLOGY