Data and code used in the article "A deep learning method for predicting soil moisture in unsaturated areas based on physical constraints",specifically included are water content data from 55 in situ observations for the years 2018-2020 (observation frequency of 5min or 10min), and example code for implementing LSTM and PCDL using python (mainly the tensorflow library).These data can help the reader to better understand and replicate our research. All the data and code has been uploaded. If the article "Deep learning method for predicting soil moisture in unsaturated zones based on physical constraints" is accepted, the data and code used will be made public upon acceptance
Amidst changing climate, real-time soil moisture monitoring is vital for the development of in-seaso...
Soil moisture is one of the main factors in agricultural production and hydrological cycles, and its...
We develop a deep learning based convolutional-regression model that estimates the volumetric soil m...
Model codes for the article: "A multiscale deep learning model for soil moisture integrating satelli...
Dataset used in "Soil Moisture Forecasting integrating Physical-based model and Deep Learning". (1)...
Water scarcity is becoming more severe around the world as a result of suboptimal irrigation practic...
Water scarcity is worsening due to poor water management in irrigated areas, which directly impacts ...
Three machine learning models and seven deep learning models take part in this comparative research....
Version 1.0 - This version is the final revised one. This is the dataset accompanying the paper: Ze...
This source code and data are related to "Tracing the soil water flux in variably saturated zones us...
Software code to reproduce the work in the manuscript 'Causal deep learning models for studying the ...
Public Release v1.0.3 Welcome to our repository. Here, you will find the Python scripts and the lab...
Measurement(s) wetness of soil Technology Type(s) machine learning Factor Type(s) soil layer • tempo...
In the context of the CALCHAS EU project, we have developed an innovative machine learning framework...
The water content in the soil regulates exchanges between soil and atmosphere, impacts plant livelih...
Amidst changing climate, real-time soil moisture monitoring is vital for the development of in-seaso...
Soil moisture is one of the main factors in agricultural production and hydrological cycles, and its...
We develop a deep learning based convolutional-regression model that estimates the volumetric soil m...
Model codes for the article: "A multiscale deep learning model for soil moisture integrating satelli...
Dataset used in "Soil Moisture Forecasting integrating Physical-based model and Deep Learning". (1)...
Water scarcity is becoming more severe around the world as a result of suboptimal irrigation practic...
Water scarcity is worsening due to poor water management in irrigated areas, which directly impacts ...
Three machine learning models and seven deep learning models take part in this comparative research....
Version 1.0 - This version is the final revised one. This is the dataset accompanying the paper: Ze...
This source code and data are related to "Tracing the soil water flux in variably saturated zones us...
Software code to reproduce the work in the manuscript 'Causal deep learning models for studying the ...
Public Release v1.0.3 Welcome to our repository. Here, you will find the Python scripts and the lab...
Measurement(s) wetness of soil Technology Type(s) machine learning Factor Type(s) soil layer • tempo...
In the context of the CALCHAS EU project, we have developed an innovative machine learning framework...
The water content in the soil regulates exchanges between soil and atmosphere, impacts plant livelih...
Amidst changing climate, real-time soil moisture monitoring is vital for the development of in-seaso...
Soil moisture is one of the main factors in agricultural production and hydrological cycles, and its...
We develop a deep learning based convolutional-regression model that estimates the volumetric soil m...