Research graph
References from Next-gen data-driven precision irrigation: Application of artificial intelligence with in-situ and remote sensing measurements for management zones and variable-rate irrigation technologies. Local targets link to admitted publications; unresolved targets remain external evidence.
Evaluation of clustering validity indices for agricultural zone delineation using geospatial data
2022 · External reference
Development and evaluation of a decision support mobile application for cotton irrigation management
10.1016/j.atech.2023.100270 · 2023 · External reference
Integration of multi-source data for decision support in precision irrigation
2023 · External reference
Scheduling drip irrigation for greenhouse cucumber using soil water potential sensors and evapotranspiration data
2018 · External reference
National strategies in precision irrigation: the Israeli model
2022 · External reference
Dynamic approaches to precision irrigation of cotton
10.1007/s11119-025-10261-1 · 2025 · External reference
Regional-scale irrigation planning using MODIS time-series data
2022 · External reference
Real-time weather station data for irrigation management in semi-arid regions
2023 · External reference
Influence of soil formation processes and management on organic matter distribution in Mediterranean agricultural systems
2022 · External reference
Sentinel-2: ESA’s optical high-resolution mission for GMES operational services
10.1016/j.rse.2011.11.026 · 2012 · External reference
Soil water sensing for water balance, ET and WUE
10.1016/j.agwat.2011.12.002 · 2012 · External reference
Integration of UAV hyperspectral imagery and soil moisture sensors for real-time irrigation scheduling
2019 · External reference
Advances in soil moisture sensing for precision irrigation: technologies and field applications
2024 · External reference
Irrigation zone delineation by coupling neural networks with spatial statistics
2023 · External reference
Advancements in UAV remote sensing for agricultural yield estimation: a systematic comprehensive review of platforms, sensors, and data analytics
2025 · External reference
IoT-based smart irrigation: a field-level implementation
2023 · External reference
Evaluating the influence of slope and aspect on evapotranspiration and canopy temperature using high-resolution imagery
2022 · External reference
Delineation of irrigation management zones using agglomerative hierarchical clustering and Ward’s method
2023 · External reference
Soil water status mapping and two variable-rate irrigation scenarios
10.1007/s11119-009-9119-z · 2009 · External reference
Remote sensing of crop leaf area index and canopy chlorophyll content using unmanned aerial vehicles
2018 · External reference
VRI applications in cotton: insights from UAV and neural network modeling
2022 · External reference
Deep learning in agriculture: a survey
10.1016/j.compag.2018.02.016 · 2018 · External reference
Delineation of management zones using DBSCAN clustering of soil electrical conductivity and topographic attributes
2022 · External reference
Influence of crop phenology on dynamic irrigation scheduling in heterogeneous agroecosystems
2023 · External reference
Assessing nutrient variability across irrigation management zones using unsupervised learning and mixed models
2024 · External reference
Site-specific irrigation scheduling using one-layer soil hydraulic properties and inverse modeling
10.1016/j.agwat.2022.107877 · 2022 · External reference
A methodology to optimize site-specific field capacity and irrigation thresholds
10.1016/j.agwat.2023.108385 · 2023 · External reference
Integral approach of unsupervised learning and temporal stability in irrigation management
2023 · External reference
Within-field variability in nutrients for site-specific agricultural management in irrigated cornfield
10.13031/ja.15042 · 2022 · External reference
Field-scale spatial and temporal soil water variability in irrigated croplands
10.13031/trans.14335 · 2021 · External reference
Machine learning approaches for irrigation water requirement prediction using fused datasets
2024 · External reference
Predicting irrigation water needs using support vector machines with soil moisture and remote sensing data
2022 · External reference
Evaluation of water movement and water losses in a direct-seeded-rice field experiment using HYDRUS-1D
10.1016/j.agwat.2014.04.021 · 2020 · External reference
Delineation of management zones using soil and remote sensing data in precision agriculture
2020 · External reference
Applications of artificial intelligence in agricultural irrigation systems: a review
2018 · External reference
Plant-based sensing for real-time water stress monitoring
2024 · External reference
UAV-based NDVI for irrigation management in maize
2023 · External reference
Delineating management zones using fuzzy clustering of soil electrical conductivity and topographic attributes
2021 · External reference
A crop water stress index and time threshold for automatic irrigation scheduling of grain sorghum
2016 · External reference
Machine learning-based approaches for forecasting crop water demand using remote sensing and sensor data
2022 · External reference
Thermal UAV imaging for real-time irrigation stress mapping
2024 · External reference
Unmanned aerial vehicle-based vegetation monitoring of aboveground and belowground traits of the turmeric plant (Curcuma longa L.)
10.1007/s13762-022-04545-6 · 2023 · External reference
Deep learning-based recurrent neural networks for irrigation optimization under water stress conditions
2021 · External reference
DSS-enabled smart irrigation: design and deployment experiences
2023 · External reference
Field-scale irrigation zoning using UAV-derived imagery
2023 · External reference
Landsat-8: science and product vision for terrestrial global change research
10.1016/j.rse.2014.02.001 · 2014 · External reference
Opportunities for conservation with precision irrigation
10.1080/00224561.2005.12435829 · 2005 · External reference
Predicting site-specific irrigation needs using random forests and soil-crop-climate dynamics
2022 · External reference
Advancements in precision agriculture and management zone development
2024 · External reference
Integrating soil, crop, and climate dynamics for smart irrigation management
2021 · External reference
Advanced sensor-based analysis for crop-soil-climate interaction in precision agriculture
2021 · External reference
VRI and NDVI-based irrigation optimization in maize: a case study from the U.S. Midwest
2024 · External reference
Remote sensing-based identification of persistent yield gaps for precision zone management in irrigated agriculture
2024 · External reference
Machine learning techniques for precision irrigation scheduling: a review
2022 · External reference
Predicting zone-specific irrigation needs using multilayer perceptron neural networks and integrated sensor data
2024 · External reference
Precision irrigation in viticulture using LSTM modeling and satellite data
2023 · External reference
CNN-based irrigation scheduling in Chinese wheat systems using UAVs and weather data
2023 · External reference
Gradient boosting models for evapotranspiration prediction using vegetation indices and weather data
2023 · External reference
Integration of topographic wetness index and soil moisture gradients for precision irrigation zone delineation
2024 · External reference
Soil water status mapping and two variable-rate irrigation scenarios
10.1007/s11119-009-9119-z · ExternalCitation · doi-reference
Dynamic approaches to precision irrigation of cotton
10.1007/s11119-025-10261-1 · ExternalCitation · doi-reference
Unmanned aerial vehicle-based vegetation monitoring of aboveground and belowground traits of the turmeric plant (Curcuma longa L.)
10.1007/s13762-022-04545-6 · ExternalCitation · doi-reference
Soil water sensing for water balance, ET and WUE
10.1016/j.agwat.2011.12.002 · ExternalCitation · doi-reference
Evaluation of water movement and water losses in a direct-seeded-rice field experiment using HYDRUS-1D
10.1016/j.agwat.2014.04.021 · ExternalCitation · doi-reference
Site-specific irrigation scheduling using one-layer soil hydraulic properties and inverse modeling
10.1016/j.agwat.2022.107877 · ExternalCitation · doi-reference
A methodology to optimize site-specific field capacity and irrigation thresholds
10.1016/j.agwat.2023.108385 · ExternalCitation · doi-reference
Development and evaluation of a decision support mobile application for cotton irrigation management
10.1016/j.atech.2023.100270 · ExternalCitation · doi-reference
Deep learning in agriculture: a survey
10.1016/j.compag.2018.02.016 · ExternalCitation · doi-reference
Sentinel-2: ESA’s optical high-resolution mission for GMES operational services
10.1016/j.rse.2011.11.026 · ExternalCitation · doi-reference
Landsat-8: science and product vision for terrestrial global change research
10.1016/j.rse.2014.02.001 · ExternalCitation · doi-reference
Opportunities for conservation with precision irrigation
10.1080/00224561.2005.12435829 · ExternalCitation · doi-reference
Within-field variability in nutrients for site-specific agricultural management in irrigated cornfield
10.13031/ja.15042 · ExternalCitation · doi-reference
Field-scale spatial and temporal soil water variability in irrigated croplands
10.13031/trans.14335 · ExternalCitation · doi-reference
