Precision irrigation management using machine learning and digital farming solutions

EA Abioye, O Hensel, TJ Esau, O Elijah, MSZ Abidin… - AgriEngineering, 2022 - mdpi.com
Freshwater is essential for irrigation and the supply of nutrients for plant growth, in order to
compensate for the inadequacies of rainfall. Agricultural activities utilize around 70% of the …

Artificial neural networks for the prediction of the reference evapotranspiration of the Peloponnese Peninsula, Greece

S Dimitriadou, KG Nikolakopoulos - Water, 2022 - mdpi.com
The aim of the study was to investigate the utility of artificial neural networks (ANNs) for the
estimation of reference evapotranspiration (ETo) on the Peloponnese Peninsula in Greece …

[HTML][HTML] Development of an enhanced bidirectional recurrent neural network combined with time-varying filter-based empirical mode decomposition to forecast weekly …

M Karbasi, M Jamei, M Ali, A Malik, X Chu… - Agricultural Water …, 2023 - Elsevier
Evapotranspiration is one of agricultural water management's most significant and impactful
hydrologic processes. A new multi-decomposition deep learning-based technique is …

[HTML][HTML] Smart reference evapotranspiration using Internet of Things and hybrid ensemble machine learning approach

RN Bashir, M Saeed, M Al-Sarem, R Marie, M Faheem… - Internet of Things, 2023 - Elsevier
Reference Evapotranspiration (ET o) is the cornerstone of efficient water utilization for
sustainability in agriculture. The standard Penman–Montieth (PM) approach of Reference …

Hybrid COOT-ANN: a novel optimization algorithm for prediction of daily crop reference evapotranspiration in Australia

E Mirzania, MH Kashani, G Golmohammadi… - Theoretical and Applied …, 2023 - Springer
The present study evaluates the capability of a novel optimization method in modeling daily
crop reference evapotranspiration (ETo), a critical issue in water resource management. A …

[PDF][PDF] Precision irrigation water management-current status, scope and challenges

PS Brahmanand, AK Singh - Indian J. Fertil, 2022 - researchgate.net
Water is becoming a very scarce natural resource and a limiting factor for crop production. At
the same time the demand for food grain production is continuously on the rise due to ever …

IoT and ensemble long-short-term-memory-based evapotranspiration forecasting for Riyadh

MA Nauman, M Saeed, O Saidani, T Javed… - Sensors, 2023 - mdpi.com
Evapotranspiration (ET) is the fundamental component of efficient water resource
management. Accurate forecasting of ET is essential for efficient water utilization in …

Внедрение искусственного интеллекта в растениеводство для оптимизации орошения

АЮ Федосов, АМ Меньших - Сельскохозяйственные машины и …, 2022 - vimsmit.com
Аннотация Обосновали актуальность внедрения искусственного интеллекта в сельское
хозяйство для оптимизации орошения.(Цель исследования) Дать отчет о прогрессе …

Hybrid COOT–ANN: a novel optimization algorithm for prediction of daily reference evapotranspiration in Australia

E Mirzania, MH Kashani, G Golmohammadi… - 2022 - researchsquare.com
The present study evaluates the capability of a novel optimization method in modeling daily
reference evapotranspiration (ET 0), a critical issue in water resource management. A hybrid …

Yarı-nemli iklim koşullarında sürdürülebilir su yönetimi için derin öğrenme kullanılarak referans bitki su tüketiminin tahmin edilmesi

AAARE Saleh - 2021 - search.proquest.com
Su kaynaklarının sürdürülebilirliği, iyi bir sulama planlaması ve programlamasında Referans
Evapotranspirasyonun (ETo) son derece doğru bir şekilde tahminine bağlıdır …