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2025
Optimal monitoring time of kiwifruit orchard soil moisture content under irrigation using the red-edge indices acquired by UAV-based mutilspectral data
Computers and Electronics in Agriculture
2025
IoT-Based Electronic System for Real-Time Soil Nutrient Detection in Precision Agriculture
African Journal of Advances in Science and Technology Research
2025
Optimal Spatial Resolution Identification in UAV Hyperspectral Imagery for Soil Pb Content Estimation
IEEE Geoscience and Remote Sensing Letters
2025
Deep learning based abiotic crop stress assessment for precision agriculture: A comprehensive review
Journal of Environmental Management
2025
Surface soil moisture prediction using multimodal remote sensing data fusion and machine learning algorithms in semi-arid agricultural region
Science of Remote Sensing
2025
Intelligent nanophotonics: when machine learning sheds light
eLight
2025
Monitoring water-stressed spring tea canopy temperature using UAV-derived indices and clustering models
Journal of Agricultural Engineering
2025
Prototype and Performance Evaluation of a CNN Model for Soil Moisture Estimation in Wet Andosols.
Japanese Journal of Farm Work Research
2025
IoT-Based Electronic System for Real-Time Soil Nutrient Detection in Precision Agriculture
African Journal of Agricultural Science and Food Research
2025
Applications of UAV in landslide research: a review
Landslides
2025
Kriging-Variance-Informed Multi-Robot Path Planning and Task Allocation for Efficient Mapping of Soil Properties
Robotics
2025
Fine Resolution Mapping of Forest Soil Organic Carbon Based on Feature Selection and Machine Learning Algorithm
Remote Sensing
2025
Non‐Destructive Testing Based on Hyperspectral Imaging for Determination of Available Silicon and Moisture Contents in Ginseng Soils of Different Origins
Journal of Food Science
2025
Unlocking the Secrets of Soil
2025
Studies in Systems, Decision and Control
2025
Approaches for Assessment of Soil Moisture with Conventional Methods, Remote Sensing, UAV, and Machine Learning Methods—A Review
Water
2025
Soil Moisture Prediction Using Remote Sensing and Machine Learning Algorithms: A Review on Progress, Challenges, and Opportunities
Remote Sensing
2025
Relationships Between Oat Phenotypes and UAV Multispectral Imagery Under Different Water Deficit Conditions by Structural Equation Modelling
Agronomy
2025
Nitrogen nutritional diagnosis of winter oilseed rape (Brassica napus L.) using fractional-order derivative hyperspectral indices: Field evaluation of dual nitrogen nutritional indices
Industrial Crops and Products
2025
Multi-Camera Machine Learning for Salt Marsh Species Classification and Mapping
Remote Sensing
2025
Estimating soil profile salinity under vegetation cover based on UAV multi-source remote sensing
Scientific Reports
2025
Advances in Geographic Information Science
2025
2025 XXV Symposium of Image, Signal Processing, and Artificial Vision (STSIVA)
2025
Remotely Sensed High‐Resolution Soil Moisture and Evapotranspiration: Bridging the Gap Between Science and Society
Water Resources Research
2025
Intelligent Systems Reference Library
2025
Comparing UAV-Based Hyperspectral and Satellite-Based Multispectral Data for Soil Moisture Estimation Using Machine Learning
Water
2025
Scaling-up plant chlorophyll retrieval from proximal to UAV-borne hyperspectral data using a Gaussian process hybrid model
International Journal of Remote Sensing
2025
Hyperautomation in Precision Agriculture
2025
Soil moisture classification using hyperspectral imaging and deep learning models on ground robot vehicles
Smart Agricultural Technology
2025
A stacking ensemble modeling to map soil lead content: driven by spectral calibration and two-dimensional spectral index with GF-5 hyperspectral data
Stochastic Environmental Research and Risk Assessment
2024
Machine Learning for Unmanned Aerial Vehicles Navigation: An Overview
SN Computer Science
2024
A Review on Soil Moisture Dynamics Monitoring in Semi-Arid Ecosystems: Methods, Techniques, and Tools Applied at Different Scales
Applied Sciences
2024
Advanced technologies of soil moisture monitoring in precision agriculture: A Review
Journal of Agriculture and Food Research
2024
2024 International Conference on Integrated Circuits, Communication, and Computing Systems (ICIC3S)
2024
Soil moisture content estimation of drip-irrigated citrus orchard based on UAV images and machine learning algorithm in Southwest China
Agricultural Water Management
2024
A First Exploration of the Ts/VI “Analytical Triangle” Technique with UAV Imagery for Deriving Key Surface Energy Balance Parameters at Very High Spatial Resolution
Drones
2024
Genetic algorithm optimized a deep learning method with attention mechanism for soil moisture prediction
Neural Computing and Applications
2024
Inversion model of soil salinity in alfalfa covered farmland based on sensitive variable selection and machine learning algorithms
PeerJ
2024
A Leaf Chlorophyll Content Estimation Method for Populus deltoides (Populus deltoides Marshall) Using Ensembled Feature Selection Framework and Unmanned Aerial Vehicle Hyperspectral Data
Forests
2024
2024 2nd International Conference on Advancement in Computation & Computer Technologies (InCACCT)
2024
Unmanned Aerial Geophysical Remote Sensing: A Systematic Review
Remote Sensing
2024
Cotton seed cultivar identification based on the fusion of spectral and textural features
PLOS ONE
2024
Accurate Characterization of Soil Moisture in Wheat Fields with an Improved Drought Index from Unmanned Aerial Vehicle Observations
Agronomy
2024
Prediction of Water Content in Subgrade Soil in Road Construction Using Hyperspectral Information Obtained through UAV
Applied Sciences
2024
Estimation of Soil Moisture during Different Growth Stages of Summer Maize under Various Water Conditions Using UAV Multispectral Data and Machine Learning
Agronomy
2024
An efficient method for water content estimation of building materials from spectral reflectance
NDT & E International
2024
2024 IEEE 17th Dallas Circuits and Systems Conference (DCAS)
2024
Using Unmanned Aerial Vehicle Data to Improve Satellite Inversion: A Study on Soil Salinity
Land
2024
Drone remote sensing of wheat N using hyperspectral sensor and machine learning
Precision Agriculture
2024
Timely monitoring of soil water-salt dynamics within cropland by hybrid spectral unmixing and machine learning models
International Soil and Water Conservation Research
2024
Drones in Precision Agriculture: A Comprehensive Review of Applications, Technologies, and Challenges
Drones
2024
Application of Artificial Intelligence and Sensor Fusion for Soil Organic Matter Prediction
Sensors
2024
Estimation of Leaf Water Content of a Fruit Tree by In Situ Vis-NIR Spectroscopy Using Multiple Machine Learning Methods in Southern Xinjiang, China
Agronomy
2024
UAV-enabled approaches for irrigation scheduling and water body characterization
Agricultural Water Management
2024
More Precise Monitoring of Soil Moisture Content in Agricultural Fields by Upscaling Conversion of Multispectral Image Data From Unmanned Aerial Vehicles
IEEE Access
2024
Proceedings of the 32nd ACM International Conference on Advances in Geographic Information Systems
2024
Applications of chemical fingerprints and machine learning in plant ecology: Recent progress and future perspectives
Microchemical Journal
2024
WSN-Driven Advances in Soil Moisture Estimation: A Machine Learning Approach
Electronics
2024
Leveraging precision agriculture techniques using UAVs and emerging disruptive technologies
Energy Nexus
2024
Study on Soil Moisture Status of Soybean and Corn across the Whole Growth Period Based on UAV Multimodal Remote Sensing
Remote Sensing
2024
İnsansız Hava Araçlarının Segmentasyon Çalışmalarında Kullanımı
Türkiye İnsansız Hava Araçları Dergisi
2024
Retrieving heavy metal concentrations in urban soil using satellite hyperspectral imagery
International Journal of Applied Earth Observation and Geoinformation
2024
An examination of thematic research, development, and trends in remote sensing applied to conservation agriculture
International Soil and Water Conservation Research
2024
Hyperspectral estimation model of soil organic matter content based on principal gradient grey information
Grey Systems: Theory and Application
2024
Random Forest-Based Soil Moisture Estimation Using Sentinel-2, Landsat-8/9, and UAV-Based Hyperspectral Data
Remote Sensing
2024
Development of a new vegetation modulated soil moisture index for the spatial disaggregation of SMAP soil moisture data product
Physics and Chemistry of the Earth, Parts A/B/C
2024
Soil Salinity Prediction in an Arid Area Based on Long Time-Series Multispectral Imaging
Agriculture
2024
A LoRaWAN-based IoT platform for smart irrigation in olive groves
Smart Agricultural Technology
2024
Soil salinization poses greater effects than soil moisture on field crop growth and yield in arid farming areas with intense irrigation
Journal of Cleaner Production
2024
UAS-based remote sensing for agricultural Monitoring: Current status and perspectives
Computers and Electronics in Agriculture
2024
PIML-SM: Physics-Informed Machine Learning to Estimate Surface Soil Moisture From Multisensor Satellite Images by Leveraging Swarm Intelligence
IEEE Transactions on Geoscience and Remote Sensing
2024
Unmanned Aerial Vehicle for Precision Agriculture: A Review
IEEE Access
2024
Estimation of soil moisture in drip-irrigated citrus orchards using multi-modal UAV remote sensing
Agricultural Water Management
2024
Energy, Environment, and Sustainability
2023
Uncrewed Aerial Systems in Water Resource Management and Monitoring: A Review of Sensors, Applications, Software, and Issues
Advances in Civil Engineering
2023
Application of a Fusion Attention Mechanism-Based Model Combining Bidirectional Gated Recurrent Units and Recurrent Neural Networks in Soil Nutrient Content Estimation
Agronomy
2023
Digital soil mapping of heavy metals using multiple geospatial data: Feature identification and deep neural network
Ecological Indicators
2023
Optimizing the Retrieval of Wheat Crop Traits from UAV-Borne Hyperspectral Image with Radiative Transfer Modelling Using Gaussian Process Regression
Remote Sensing
2023
Evaluating soil moisture content under maize coverage using UAV multimodal data by machine learning algorithms
Journal of Hydrology
2023
A multihead LSTM technique for prognostic prediction of soil moisture
Geoderma
2023
Soil salinity estimation: Effects of microwave dielectric spectroscopy and important frequencies
Land Degradation & Development
2023
APPLIED DATA SCIENCE AND SMART SYSTEMS
2023
Advances in Logistics, Operations, and Management Science
2023
Estimation of Winter Wheat SPAD Values Based on UAV Multispectral Remote Sensing
Remote Sensing
2023
Assessing the sensitive spectral bands for soybean water status monitoring and soil moisture prediction using leaf-based hyperspectral reflectance
Agricultural Water Management
2023
2023 7th International Conference on Electronics, Communication and Aerospace Technology (ICECA)
2023
A high dimensional features-based cascaded forward neural network coupled with MVMD and Boruta-GBDT for multi-step ahead forecasting of surface soil moisture
Engineering Applications of Artificial Intelligence
2023
Strategies to Measure Soil Moisture Using Traditional Methods, Automated Sensors, Remote Sensing, and Machine Learning Techniques: Review, Bibliometric Analysis, Applications, Research Findings, and Future Directions
IEEE Access
2023
Unmanned Aerial Systems in Agriculture
2023
Estimation and mapping of soil texture content based on unmanned aerial vehicle hyperspectral imaging
Scientific Reports
2023
Relevance of UAV and sentinel-2 data fusion for estimating topsoil organic carbon after forest fire
Geoderma
2023
Unmanned Aerial Vehicle (UAV)–Based Imaging Spectroscopy for Predicting Wheat Leaf Nitrogen
Photogrammetric Engineering & Remote Sensing
2023
Machine learning enabled IoT system for soil nutrients monitoring and crop recommendation
Journal of Agriculture and Food Research
2023
Assessing soil moisture levels using visible UAV imagery and machine learning models
Remote Sensing Applications: Society and Environment
2023
Automatic Crop Classification Based on Optimized Spectral and Textural Indexes Considering Spatial Heterogeneity
Remote Sensing
2023
Irrigation Scheduling for Small-Scale Crops Based on Crop Water Content Patterns Derived from UAV Multispectral Imagery
Sustainability
2023
Mapping soil available copper content in the mine tailings pond with combined simulated annealing deep neural network and UAV hyperspectral images
Environmental Pollution
2023
Smart Agricultural–Industrial Crop-Monitoring System Using Unmanned Aerial Vehicle–Internet of Things Classification Techniques
Sustainability
2023
Optimum sampling window size and vegetation index selection for low-altitude multispectral estimation of root soil moisture content for Xuxiang Kiwifruit
Agricultural Water Management
2023
The Use of Spectral Indices to Recognize Waterlogged Agricultural Land in South Moravia, Czech Republic
Agriculture
2023
Precision Agriculture
2023
Crop plot segmentation based on soil surface temperature dynamics
Remote Sensing Applications: Society and Environment
2023
Inversion Model of Salt Content in Alfalfa-Covered Soil Based on a Combination of UAV Spectral and Texture Information
Agriculture
2023
Identification of pathogens in corn using near-infrared UAV imagery and deep learning
Precision Agriculture
2023
Digital Mapping of Root-Zone Soil Moisture Using UAV-Based Multispectral Data in a Kiwifruit Orchard of Northwest China
Remote Sensing
2023
A deep residual convolutional neural network for mineral classification
Advances in Space Research
2023
Assessing the Potential of UAV-Based Multispectral and Thermal Data to Estimate Soil Water Content Using Geophysical Methods
Remote Sensing
2023
Climate-Change-Driven Droughts and Tree Mortality: Assessing the Potential of UAV-Derived Early Warning Metrics
Remote Sensing
2023
Remote sensing of soil degradation: Progress and perspective
International Soil and Water Conservation Research
2023
High-Resolution Mapping of Soil Organic Matter at the Field Scale Using UAV Hyperspectral Images with a Small Calibration Dataset
Remote Sensing
2022
The Potential of Optical UAS Data for Predicting Surface Soil Moisture in a Peatland across Time and Sites
Remote Sensing
2022
Prediction of Ground Water Content Using Hyperspectral Information through Laboratory Test
Sustainability
2022
Digital mapping of soil organic carbon density using newly developed bare soil spectral indices and deep neural network
CATENA
2022
2022 5th International Conference on Contemporary Computing and Informatics (IC3I)
2022
Soybean cyst nematode detection and management: a review
Plant Methods
2022
2022 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES)
2022
A Modified Temperature-Vegetation Dryness Index (MTVDI) for Assessment of Surface Soil Moisture Based on MODIS Data
Chinese Geographical Science
2022
Soil Moisture Monitoring Through UAS-Assisted Internet of Things LoRaWAN Wireless Underground Sensors
IEEE Access
2022
Using multimodal remote sensing data to estimate regional-scale soil moisture content: A case study of Beijing, China
Agricultural Water Management
2022
Retrieval of Tidal Flat Elevation Based on Remotely Sensed Moisture Approach
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2022
Digital Agriculture, Methods and Applications
2022
Prediction of Soil Water Content and Electrical Conductivity Using Random Forest Methods with UAV Multispectral and Ground-Coupled Geophysical Data
Remote Sensing
2022
Soil Moisture, Organic Carbon, and Nitrogen Content Prediction with Hyperspectral Data Using Regression Models
Sensors
2022
Estimation of soil moisture content under high maize canopy coverage from UAV multimodal data and machine learning
Agricultural Water Management
2022
2022 21st IEEE International Conference on Machine Learning and Applications (ICMLA)
2022
Combination of Hyperspectral and Machine Learning to Invert Soil Electrical Conductivity
Remote Sensing
2022
Fusion of Reflected GPS Signals With Multispectral Imagery to Estimate Soil Moisture at Subfield Scale From Small UAS Platforms
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
2022
Predicting land change trends and water consumption in typical arid regions using multi-models and multiple perspectives
Ecological Indicators
2022
Possibilities of Using UAVs in Pre-Hospital Security for Medical Emergencies
International Journal of Environmental Research and Public Health
2022
Unmanned Aerial Vehicle (UAV) Remote Sensing in Grassland Ecosystem Monitoring: A Systematic Review
Remote Sensing
2022
Agriculture monitoring system based on internet of things by deep learning feature fusion with classification
Computers and Electrical Engineering
2022
New Developments and Environmental Applications of Drones
2022
Automated Health Estimation of Capsicum annuum L. Crops by Means of Deep Learning and RGB Aerial Images
Remote Sensing
2022
In-Season Monitoring of Maize Leaf Water Content Using Ground-Based and UAV-Based Hyperspectral Data
Sustainability
2022
Studies in Computational Intelligence
2022
Hyper spectral image classifications for monitoring harvests in agriculture using fly optimization algorithm
Computers and Electrical Engineering
2022
Soil Salinity Estimation Over Coastal Wetlands Based on Random Forest Algorithm and Hydrological Connectivity Metric
Frontiers in Marine Science
2022
İnsansız Hava Araçlarının Kullanım Alanları ve Sensör Tipleri
Türkiye İnsansız Hava Araçları Dergisi
2022
A low-cost approach for soil moisture prediction using multi-sensor data and machine learning algorithm
Science of The Total Environment
2022
Springer Optimization and Its Applications
2021
Estimating the spatial distribution of soil total arsenic in the suspected contaminated area using UAV-Borne hyperspectral imagery and deep learning
Ecological Indicators
2021
Remote Sensing for Agriculture, Ecosystems, and Hydrology XXIII
2021
Machine Learning in Agriculture: A Comprehensive Updated Review
Sensors
2021
Boost Precision Agriculture with Unmanned Aerial Vehicle Remote Sensing and Edge Intelligence: A Survey
Remote Sensing
2021
Soft Computing Techniques for Appraisal of Potentially Toxic Elements from Jalandhar (Punjab), India
Applied Sciences
2021
Inversion of soil pH during the dry and wet seasons in the Yinbei region of Ningxia, China, based on multi-source remote sensing data
Geoderma Regional
2021
Sensitive Feature Evaluation for Soil Moisture Retrieval Based on Multi-Source Remote Sensing Data with Few In-Situ Measurements: A Case Study of the Continental U.S.
Water
2021
Soils Under Stress
2021
Exploring the potential of canopy reflectance spectra for estimating organic carbon content of aboveground vegetation in coastal wetlands
International Journal of Remote Sensing
2021
Predicting soil moisture content over partially vegetation covered surfaces from hyperspectral data with deep learning
Soil Science Society of America Journal
2021
IoT-IIRS: Internet of Things based intelligent-irrigation recommendation system using machine learning approach for efficient water usage
PeerJ Computer Science
2021
Evaluation of Total Nitrogen in Water via Airborne Hyperspectral Data: Potential of Fractional Order Discretization Algorithm and Discrete Wavelet Transform Analysis
Remote Sensing
2021
Input Use Efficiency Management for Paddy Production Systems in India: A Machine Learning Approach
Agriculture
2021
Effect of spring irrigation on soil salinity monitoring with UAV-borne multispectral sensor
International Journal of Remote Sensing
2021
Soil Nutrient Estimation and Mapping in Farmland Based on UAV Imaging Spectrometry
Sensors
2021
Predicting Water Stress in Wild Blueberry Fields Using Airborne Visible and Near Infrared Imaging Spectroscopy
Remote Sensing
2021
Peanut Leaf Wilting Estimation From RGB Color Indices and Logistic Models
Frontiers in Plant Science
2021
Estimating Agricultural Soil Moisture Content through UAV-Based Hyperspectral Images in the Arid Region
Remote Sensing
2021
Unmanned Aerial Vehicles in Hydrology and Water Management: Applications, Challenges, and Perspectives
Water Resources Research
2021
Hyperspectral imaging for rice cultivation: Applications, methods and challenges
AIMS Agriculture and Food
2021
Review on unmanned aerial vehicles, remote sensors, imagery processing, and their applications in agriculture
Agronomy Journal
2021
2021 IEEE 24th International Conference on Information Fusion (FUSION)
2020
Quantitative Estimation of Soil Salinization in an Arid Region of the Keriya Oasis Based on Multidimensional Modeling
Water
2020
Estimation of soil salt content by combining UAV-borne multispectral sensor and machine learning algorithms
PeerJ
2020
Regional scale soil moisture content estimation based on multi-source remote sensing parameters
International Journal of Remote Sensing
2020
Meta-analysis of Unmanned Aerial Vehicle (UAV) Imagery for Agro-environmental Monitoring Using Machine Learning and Statistical Models
Remote Sensing
2020
A Study of Nitrogen Deficiency Inversion in Rice Leaves Based on the Hyperspectral Reflectance Differential
Frontiers in Plant Science
2020
Modified Red Blue Vegetation Index for Chlorophyll Estimation and Yield Prediction of Maize from Visible Images Captured by UAV
Sensors
2020
Possibility of Zhuhai-1 Hyperspectral Imagery for Monitoring Salinized Soil Moisture Content Using Fractional Order Differentially Optimized Spectral Indices
Water
2020
Cognition in UAV-Aided 5G and Beyond Communications: A Survey
IEEE Transactions on Cognitive Communications and Networking
2020
Unmanned aerial vehicles for biodiversity-friendly agricultural landscapes - A systematic review
Science of The Total Environment
2020
Active and Passive Electro-Optical Sensors for Health Assessment in Food Crops
Sensors
2020
A Review on Drone-Based Data Solutions for Cereal Crops
Drones
2020
Current Practices in UAS-based Environmental Monitoring
Remote Sensing
2020
Estimating purple-soil moisture content using Vis-NIR spectroscopy
Journal of Mountain Science
2020
Ensemble machine-learning-based framework for estimating total nitrogen concentration in water using drone-borne hyperspectral imagery of emergent plants: A case study in an arid oasis, NW China
Environmental Pollution
2019
Capability of Sentinel-2 MSI data for monitoring and mapping of soil salinity in dry and wet seasons in the Ebinur Lake region, Xinjiang, China
Geoderma
2019
Unmanned Aerial Vehicle in the Machine Learning Environment
Procedia Computer Science
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