Opportunities · 01Automated Precision Platforms
305 papers20.6% of this theme group
Emerging devices and systems enable continuous monitoring of crops, livestock, and field conditions.
Precision agriculture (275) · Agriculture (160) · Agricultural engineering (41) · Livestock (11)
Devices, systems, and methods for automated monitoring enabling precision agriculture
Remote Sensing: Advancing the Science and the Applications to Transform Agriculture
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Opportunities · 02Robotic Crop Assessment
258 papers17.4% of this theme group
Robotic platforms are being developed for in‑row monitoring and sustainable pesticide use.
Agriculture (90) · Robot (28) · Sustainability (26) · Pesticide (10)
FARMs: A Geospatial Crop Modeling and Agricultural Water Management System
AgBug: Agricultural Robotic Platform for In-Row and Under Canopy Crop Monitoring and Assessment
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Opportunities · 03Multi‑Sensor UAV Phenotyping
247 papers16.7% of this theme group
Advanced UAV suites combine hyperspectral and multispectral imaging for detailed plant phenotyping and weed control.
Hyperspectral imaging (94) · Multispectral image (87) · Remote sensing (116) · Precision agriculture (136)
Development and Testing of a UAV-Based Multi-Sensor System for Plant Phenotyping and Precision Agriculture
Ground-based hyperspectral remote sensing for weed management in crop production
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Opportunities · 04Deep Learning for Plant Health
190 papers12.8% of this theme group
Convolutional networks are applied to detect diseases and weeds from aerial and mobile imagery.
Weed (54) · Convolutional neural network (58) · Plant disease (32) · Pattern recognition (25)
A Mobile-Based System for Detecting Plant Leaf Diseases Using Deep Learning
Deep Learning for Weed Detection and Segmentation in Agricultural Crops Using Images Captured by an Unmanned Aerial Vehicle
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Opportunities · 05Yield Prediction via Vegetation Indices
181 papers12.2% of this theme group
Neural models use canopy metrics to forecast crop yields and guide agronomic decisions.
Yield (66) · Crop yield (41) · Canopy (31) · Agronomy (19)
Application of Vegetation Indices for Agricultural Crop Yield Prediction Using Neural Network Techniques
A Precision Agriculture Approach for Durum Wheat Yield Assessment Using Remote Sensing Data and Yield Mapping
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Opportunities · 06IoT‑Enabled Real‑Time Analytics
159 papers10.7% of this theme group
Cloud‑connected sensors provide continuous soil and weather data for on‑the‑fly crop forecasting.
Internet of Things (41) · Agriculture (93) · Precision agriculture (88) · Cloud computing (23)
An IoT-enabled AI system for real-time crop prediction using soil and weather data in precision agriculture
Smart Agriculture: IOT-Based Smart Application for Agriculture
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Opportunities · 07Soil Moisture Sensing Advances
141 papers9.5% of this theme group
New moisture monitoring technologies improve irrigation scheduling and sensor placement strategies.
Water content (50) · Moisture (22) · Soil science (18) · Irrigation (29)
Advanced technologies of soil moisture monitoring in precision agriculture: A Review
A soil moisture‐based framework for guiding the number and location of soil moisture sensors in agricultural fields
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