Research on Provincial-Level Soil Moisture Prediction Based on Extreme Gradient Boosting Model

Modelling soil moisture using climate data and normalized difference vegetation index based on nine algorithms in alpine grasslands

(2023) Shaohua Wang et al.   Frontiers in Environmental Science

A GA-BP Neural Network Regression Model for Predicting Soil Moisture in Slope Ecological Protection

(2022) Dunwen Liu et al.   Sustainability

Improving soil moisture prediction using a novel encoder-decoder model with residual learning

(2022) Qingliang Li et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A low-cost approach for soil moisture prediction using multi-sensor data and machine learning algorithm

(2022) Thu Thuy Nguyen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparative evaluation of drought indices for monitoring drought based on remote sensing data

(2021) Wei Wei et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Regional soil moisture prediction system based on Long Short-Term Memory network

(2021) Nemanja Filipović et al.   BIOSYSTEMS ENGINEERING

An attention-aware LSTM model for soil moisture and soil temperature prediction

(2021) Qingliang Li et al.   GEODERMA

Comparison of the use of a physical-based model with data assimilation and machine learning methods for simulating soil water dynamics

(2020) Peijun Li et al.   JOURNAL OF HYDROLOGY

Assessment of artificial intelligence models for calculating optimum properties of lined channels

(2020) Majid Niazkar   JOURNAL OF HYDROINFORMATICS

Weekly soil moisture forecasting with multivariate sequential, ensemble empirical mode decomposition and Boruta-random forest hybridizer algorithm approach

(2019) Ramendra Prasad et al.   CATENA

Using data-driven methods to explore the predictability of surface soil moisture with FLUXNET site data

(2019) Jinjing Pan et al.   HYDROLOGICAL PROCESSES

Research on soil moisture prediction model based on deep learning

(2019) Yu Cai et al.   PLoS One

Deep learning in agriculture: A survey

(2018) Andreas Kamilaris et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Dynamic Neural Network Modelling of Soil Moisture Content for Predictive Irrigation Scheduling

(2018) Olutobi Adeyemi et al.   SENSORS

Drought stress in maize causes differential acclimation responses of glutathione and sulfur metabolism in leaves and roots

(2016) Nisar Ahmad et al.   BMC PLANT BIOLOGY

A comparison between wavelet based static and dynamic neural network approaches for runoff prediction

(2016) Muhammad Shoaib et al.   JOURNAL OF HYDROLOGY

Predicting the mobile water content of vineyard soils in New South Wales, Australia

(2015) Jonathan E. Holland et al.   AGRICULTURAL WATER MANAGEMENT

Improving Soil Moisture Profile Prediction With the Particle Filter-Markov Chain Monte Carlo Method

(2015) Hongxiang Yan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Combined effects of precipitation and air temperature on soil moisture in different land covers in a humid basin

(2015) Huihui Feng et al.   JOURNAL OF HYDROLOGY

Soil water prediction based on its scale-specific control using multivariate empirical mode decomposition

(2012) Wei Hu et al.   GEODERMA

Changes in soil water dynamics due to variation in precipitation and temperature: An ecohydrological analysis in a tallgrass prairie

(2010) Jesse E. Bell et al.   WATER RESOURCES RESEARCH

Evaluating soil quality indices in an agricultural region of Jiangsu Province, China

(2009) Yanbing Qi et al.   GEODERMA

Soil moisture retrieval from remotely sensed data: Neural network approach versus Bayesian method

(2008) Claudia Notarnicola et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Integration of atmospheric sciences and hydrology for the development of decision support systems in sustainable water management

(2007) Harald Kunstmann et al.   PHYSICS AND CHEMISTRY OF THE EARTH