the United Kingdom’s
agritech software industry,
in focus.

Precision Agriculture Foundations

26.0% of this theme group

Researchers discuss core precision agriculture methods and their impact on modern farming practices.

Precision agriculture (457) · Agriculture (454) · Agricultural science (25) · Production (72)

Application of Precision Agriculture

Advanced Technologies for Precision Agriculture and Farming

Sustainable Agriculture Challenges

21.1% of this theme group

Papers highlight difficulties in achieving economic and environmental sustainability in farming systems.

Agriculture (324) · Sustainability (93) · Agroecology (23) · Sustainable agriculture (52)

Evaluating the Economic and Environmental Sustainability of Integrated Farming Systems

Tuning up a Method for an Appropriate Introduction of the New Paradigm of Sustainable Agriculture Management Inducted by the Innovative High

AI Integration in Smart Farming

14.1% of this theme group

Studies examine how artificial intelligence supports precision agriculture while noting technical and practical hurdles.

Agriculture (235) · Precision agriculture (126) · Applications of artificial intelligence (17) · Sustainability (50)

Artificial Intelligence in Smart Agriculture: Applications and Challenges

The Role of Artificial Intelligence and Machine Learning in Smart and Precision Agriculture

Remote Sensing for Field Management

14.1% of this theme group

Works focus on remote sensing technologies and sensor networks used to monitor crop conditions.

Remote sensing (61) · Precision agriculture (188) · Wireless sensor network (44) · Agriculture (160)

Remote Sensing for Precision Agriculture

Advance Analysis of Agricultural Applications of Remote Sensing Techniques

Robotics and Drone Adoption

10.1% of this theme group

Research explores the use of drones and robots in agriculture and barriers to farmer acceptance.

Drone (62) · Robot (44) · Robotics (41) · Agriculture (135)

Drones: The Newest Technology for Precision Agriculture

Farmers’ acceptance of robotics and unmanned aerial vehicles: A systematic review

IoT and Cloud Infrastructure

7.4% of this theme group

Papers address the deployment of IoT devices and cloud platforms for real‑time farm monitoring.

Internet of Things (84) · Agriculture (121) · Precision agriculture (84) · Cloud computing (18)

Role of Internet-of-Things (IoT) and Sensor Devices in Smart Agriculture: A Survey

A Review on Agriculture Monitoring Systems using Internet of Things (IoT)

Deep Learning for Plant Health

7.2% of this theme group

Studies investigate convolutional networks for detecting diseases and weeds in crop imagery.

Plant disease (37) · Convolutional neural network (30) · Weed (19) · Image processing (10)

Plant Disease Identification Using Deep Learning: A Systematic Review

Plant Disease Detection: A Survey on Recent Deep Learning Technologies

Precision Agriculture Limits

24.1% of this theme group

Authors caution that precision tools may not automatically deliver sustainable productivity gains.

Precision agriculture (162) · Agriculture (140) · Agricultural science (12) · Agricultural economics (7)

Unlocking the potential of precision agriculture for sustainable farming

PRECISION AGRICULTURE: REVIEWING THE ADVANCEMENTS, TECHNOLOGIES, AND APPLICATIONS IN PRECISION AGRICULTURE FOR IMPROVED CROP PRODUCTIVITY AN

Nutrient Management Risks

18.5% of this theme group

Research warns of uncertainties in nitrogen efficiency models and their impact on yield gaps.

Agriculture (67) · Psychological resilience (9) · Fertilizer (18) · Adaptability (10)

Narrowing the agronomic yield gap with improved nitrogen use efficiency: a modeling approach

Combining Environmental Monitoring and Remote Sensing Technologies to Evaluate Cropping System Nitrogen Dynamics at the Field-Scale

IoT Sustainability Concerns

15.5% of this theme group

Works highlight energy use, data privacy, and scalability issues of smart‑farming technologies.

Agriculture (98) · Sustainable agriculture (30) · Sustainability (33) · Internet of Things (15)

Emerging Smart Farming Technologies for Sustainable Crop Production: A Review of AI, IoT, Robotics, and Precision Agriculture

Role of Modern technology (Internet of things and Artificial Intelligence) in Agriculture: An Analytical Study

Spectral Imaging Uncertainties

14.7% of this theme group

Papers discuss variability and interpretation challenges of hyperspectral and multispectral data for crops.

Hyperspectral imaging (28) · Multispectral image (26) · Remote sensing (33) · Satellite (11)

Sentinel-2 Data for Precision Agriculture?—A UAV-Based Assessment

A Systematic Literature Review of Machine Learning and Deep Learning Approaches for Spectral Image Classification in Agricultural Applicatio

Yield Prediction Accuracy

13.1% of this theme group

Studies point out limitations of current models in reliably forecasting crop yields across fields.

Yield (61) · Crop yield (26) · Crop (16) · Precision agriculture (35)

Precision of grain yield monitors for use in on-farm research strip trials

Machine Learning for Sustainable Agriculture: Enhancing Crop Yield Predictions and Resource Management

Soil Moisture Variability

10.1% of this theme group

Research emphasizes spatial heterogeneity of soil water and its effect on field‑scale decisions.

Soil water (27) · Spatial variability (16) · Soil science (8) · Soil map (6)

Understanding Soil-Moisture Sensor Data

Soil Factors and their Influence on Within-Field Crop Variability I: Field Observation of Soil Variation

Variable‑Rate Spraying Issues

4.0% of this theme group

Authors note technical and regulatory obstacles to precise pesticide application using automated sprayers.

Sprayer (14) · Boom (9) · Nozzle (6) · Controller (5)

Reducing Pesticide Over-Application with Map-Based Automatic Boom Section Control on Agricultural Sprayers

Research Progress on Intelligent Variable-Rate Spray Technology for Precision Agriculture

GPS‑Enabled Precision Tools

24.6% of this theme group

Opportunities focus on leveraging global positioning for accurate field operations and equipment guidance.

Precision agriculture (1,345) · Agriculture (879) · Agricultural engineering (227) · Global Positioning System (72)

AI in precision agriculture: A review of technologies for sustainable farming practices

Development of efficient agricultural device to evaluate the soil parameters for precision agriculture

Robotics for Sustainable Farming

20.9% of this theme group

Papers highlight robotic systems that can improve resource efficiency and reduce labor demands.

Agriculture (672) · Sustainability (162) · Irrigation (134) · Sustainable agriculture (114)

Evaluation of remote sensing and artificial intelligence as tools to improve the resilience of agriculture production systems

AGRICULTURAL ROBOTICS: AUTOMATING THE FUTURE OF FARMING

Advanced Spectral Monitoring

18.8% of this theme group

Research showcases UAV‑based multispectral imaging to refine soil moisture and vegetation assessments.

Hyperspectral imaging (221) · Multispectral image (247) · Remote sensing (266) · Normalized Difference Vegetation Index (134)

Evaluating Multispectral Images and Vegetation Indices for Precision Farming Applications from UAV Images

More Precise Monitoring of Soil Moisture Content in Agricultural Fields by Upscaling Conversion of Multispectral Image Data From Unmanned Ae

Deep Learning for Disease Detection

11.4% of this theme group

Studies present powerful neural models that can identify plant diseases and improve crop health management.

Plant disease (218) · Convolutional neural network (287) · Pattern recognition (99) · Transfer of learning (60)

An Efficient Disease Prediction in Smart Agriculture Using Advanced Deep Learning Methods for Improving Crop Productivity

Detection of Plant Leaf Disease Using Deep Learning and Convolutional Neural Networks

IoT‑Driven Smart Farming

10.0% of this theme group

Works describe integrated sensor networks that enable automated irrigation and condition monitoring.

Internet of Things (267) · Agriculture (391) · Precision agriculture (376) · Cloud computing (99)

Smart Farming using IoT, a solution for optimally monitoring farming conditions

IoT-Based Smart Agriculture Monitoring and Automated Irrigation System for Efficient Farming

Machine Learning Yield Forecasts

9.6% of this theme group

Papers explore algorithms that predict crop yields, supporting better planning and market decisions.

Yield (209) · Crop yield (192) · Agriculture (252) · Random forest (66)

A Machine Learning Approach for Predicting Crop Yield in Precision Agriculture

Crop Yield Prediction Using Machine Learning

Real‑Time Weed Segmentation

4.8% of this theme group

Research develops vision‑based systems for on‑the‑fly weed detection and targeted treatment.

Weed (200) · Weed control (107) · Precision agriculture (181) · Segmentation (28)

Real-Time Machine-Learning Based Crop/Weed Detection and Classification for Variable-Rate Spraying in Precision Agriculture

Algorithm of Weed Detection in Crops by Computational Vision

London

63.8% across the displayed hubs

2 companies hiring · $81.9M disclosed funding

Cambridge

10.8% across the displayed hubs

1 companies hiring · $50.7M disclosed funding

Edinburgh

6.9% across the displayed hubs

0 companies hiring · $4.2M disclosed funding

Belfast

5.4% across the displayed hubs

0 companies hiring · $103.0K disclosed funding

Bristol

3.8% across the displayed hubs

0 companies hiring · $5.5M disclosed funding

Coventry

3.1% across the displayed hubs

0 companies hiring · $13.5K disclosed funding

Whitchurch

3.1% across the displayed hubs

0 companies hiring · $0 disclosed funding

Nottingham

3.1% across the displayed hubs

0 companies hiring · $0 disclosed funding