Spatiotemporal modelling of soil moisture in an A tlantic forest through machine learning algorithms
出版年份 2021 全文链接
标题
Spatiotemporal modelling of soil moisture in an
A
tlantic forest through machine learning algorithms
作者
关键词
-
出版物
EUROPEAN JOURNAL OF SOIL SCIENCE
Volume -, Issue -, Pages -
出版商
Wiley
发表日期
2021-04-21
DOI
10.1111/ejss.13123
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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。- 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
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