Estimation of surface soil moisture by combining a structural equation model and an artificial neural network (SEM-ANN)

S Wang, R Li, Y Wu, W Wang - Science of the Total Environment, 2023 - Elsevier
Soil moisture is an important variable of the environment that directly affects hydrological,
ecological, and climatic processes. However, owing to the influence of soil type, soil …

[BOEK][B] An overview of soil moisture and salinity sensors for digital agriculture applications

RR Shamshiri, SK Balasundram, AK Rad, M Sultan… - 2022 - intechopen.com
Soil salinity and the water crisis are imposing significant challenges to more than 100
countries as dominant factors of agricultural productivity decline. Given the rising trend of …

[HTML][HTML] Designing efficient and sustainable predictions of water quality indexes at the regional scale using machine learning algorithms

A Derdour, A Jodar-Abellan, MÁ Pardo, SSM Ghoneim… - Water, 2022 - mdpi.com
Water quality and scarcity are key topics considered by the Sustainable Development Goals
(SDGs), institutions, policymakers and stakeholders to guarantee human safety, but also …

[HTML][HTML] Inversion of large-scale citrus soil moisture using multi-temporal Sentinel-1 and Landsat-8 data

Z Wu, N Cui, W Zhang, D Gong, C Liu, Q Liu… - Agricultural Water …, 2024 - Elsevier
Soil moisture is a significant variable in agricultural study and precision irrigation decision-
making. It determines the soil water availability for plants, directly influencing plant growth …

[HTML][HTML] Predictive map** of electrical conductivity and assessment of soil salinity in a Western Türkiye alluvial plain

F Kaya, C Schillaci, A Keshavarzi, L Başayiğit - Land, 2022 - mdpi.com
The increase in soil salinity due to human-induced processes poses a severe threat to
agriculture on a regional and global scale. Soil salinization caused by natural and …

Prediction of soil salinity/sodicity and salt-affected soil classes from soluble salt ions using machine learning algorithms

D Andrade Foronda, G Colinet - Soil Systems, 2023 - mdpi.com
Salt-affected soils are related to salinity (high content of soluble salts) and/or sodicity
(excess of sodium), which are major leading causes of agricultural land degradation. This …

Fine-tuning inflow prediction models: integrating optimization algorithms and TRMM data for enhanced accuracy

E Ali, B Zerouali, A Tariq, OM Katipoğlu… - Water Science & …, 2024 - iwaponline.com
This research explores machine learning algorithms for reservoir inflow prediction, including
long short-term memory (LSTM), random forest (RF), and metaheuristic-optimized models …

[HTML][HTML] Weighted Variable Optimization-Based Method for Estimating Soil Salinity Using Multi-Source Remote Sensing Data: A Case Study in the Weiku Oasis …

Z Jiang, Z Hao, J Ding, Z Miao, Y Zhang, A Alimu, X **… - Remote Sensing, 2024 - mdpi.com
Soil salinization is a significant global threat to sustainable agricultural development, with
soil salinity serving as a crucial indicator for evaluating soil salinization. Remote sensing …

Study on the EC prediction of cracked soda saline-alkali soil based on texture analysis of high-resolution images from ground-based observation and machine …

Z Zhang, J Ren, Y Wang, H Zhou - Soil and Tillage Research, 2024 - Elsevier
The rapid and accurate measurement of soil salinity is essential for assessing the level of
soil salinization. In natural conditions, the surface of cohesive soda saline-alkali soil …

Compositional data analysis (CoDA) and geochemical signatures of the terminal complex aquifer in an arid zone (northeastern Algeria)

R Azzeddine, D Abdelmalek, U Ewuzie, Z Faouzi… - Journal of African Earth …, 2024 - Elsevier
The Biskra region, one of the arid regions in North-East Algeria, has known remarkable
agricultural development, necessitating additional mobilization of groundwater resources …