Canada’s
agritech software industry,
in focus.

Precision Agriculture Foundations

26.0% of this theme group

Researchers discuss core concepts and technologies enabling precise field management and productivity gains.

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

Application of Precision Agriculture

Advanced Technologies for Precision Agriculture and Farming

Sustainable Farming Challenges

21.1% of this theme group

Papers examine economic and environmental hurdles in adopting sustainable and agroecological practices.

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 Agriculture

14.1% of this theme group

Studies explore how artificial intelligence supports precision tasks while highlighting implementation obstacles.

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 Monitoring

14.1% of this theme group

Works focus on satellite and sensor data use for detailed crop observation and decision support.

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 addresses the role and acceptance of aerial and ground robots in modern farming.

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 outline sensor networks and cloud platforms needed for real‑time agricultural data collection.

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

Analyses focus on image‑based detection of diseases, weeds, and stress using neural networks.

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 Trade‑offs

24.1% of this theme group

Authors caution about cost, complexity, and unintended impacts of high‑resolution farming techniques.

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

Studies warn of over‑reliance on fertilizers and the need for resilient, adaptable practices.

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

Research highlights energy use, data privacy, and long‑term viability of smart farming devices.

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 Limitations

14.7% of this theme group

Papers discuss accuracy, calibration, and interpretability challenges of hyperspectral and multispectral data.

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 Uncertainty

13.1% of this theme group

Works point out variability and model bias when forecasting crop outputs with precision tools.

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 Variability Complexity

10.1% of this theme group

Research emphasizes difficulty of mapping and managing spatial soil moisture and nutrient differences.

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 Risks

4.0% of this theme group

Studies caution about equipment calibration and pesticide over‑application in automated spray systems.

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 Field Automation

24.6% of this theme group

Opportunities focus on positioning technologies driving efficient machinery and site‑specific interventions.

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

Robotic Farming Futures

20.9% of this theme group

Papers highlight autonomous platforms and irrigation advances that could reshape sustainable agriculture.

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 and satellite imaging for precise moisture and vegetation index 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 improve early identification of crop ailments.

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 Farm Management

10.0% of this theme group

Works describe connected sensors and cloud analytics enabling 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 demonstrate data‑driven models that enhance prediction of harvest quantities.

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 presents vision‑based systems for on‑the‑fly weed identification 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

Vancouver

25.8% across the displayed hubs

5 companies hiring · $865.7M disclosed funding

Toronto

23.9% across the displayed hubs

1 companies hiring · $23.2M disclosed funding

Montreal

11.0% across the displayed hubs

1 companies hiring · $68.9M disclosed funding

Calgary

11.0% across the displayed hubs

0 companies hiring · $3.0M disclosed funding

Winnipeg

9.2% across the displayed hubs

5 companies hiring · $48.2M disclosed funding

Saskatoon

7.4% across the displayed hubs

1 companies hiring · $1.1M disclosed funding

Ottawa

6.1% across the displayed hubs

1 companies hiring · $3.2M disclosed funding

Edmonton

5.5% across the displayed hubs

2 companies hiring · $6.7M disclosed funding