Foundation Logo
Foundation

AI and the Potato Industry

Artificial Intelligence for the Potato Industry — Growers, Industry & Partners

Sidney Shapiro, PhD

Assistant Professor of Business Analytics

Dhillon School of Business

University of Lethbridge

Additional Resources

Links for continued learning, tools, research, and support. All links open in a new tab. No endorsement implied—included so you can explore options and follow up with your own research.

Agricultural AI Tools & Platforms

  1. Link: Alberta Agriculture and Irrigation

    Provincial programs, decision tools (crop budgets, fertility), technology adoption support. 310-FARM.

    URL: https://www.alberta.ca/agriculture

  2. Link: Alberta Agriculture (agric.gov.ab.ca)

    ACIS climate info, dry conditions, sustainable ag partnership programs.

    URL: https://www.agric.gov.ab.ca

  3. Link: Farmers Edge

    Digital ag platform: satellite imagery, AI crop monitoring, weather, predictive growth models.

    URL: https://www.farmersedge.ca

  4. Link: Planet

    Daily high-resolution satellite and earth observation data for field-level monitoring.

    URL: https://www.planet.com

  5. Link: AAFC – Weather and drought

    Canadian drought monitor, agroclimate maps, extreme weather indices, climate tools.

    URL: https://agriculture.canada.ca/en/agricultural-production/weather

  6. Link: AAFC Potato Market Information Review

    Annual reports on potato production, storage, pricing, trade.

    URL: https://agriculture.canada.ca/en/sector/horticulture/reports/potato-market-information-review-2024-2025

  7. Link: Climate Smart Lab

    Research on climate and agriculture; publications on computers and electronics in agriculture.

    URL: https://climatesmartlab.ca/

Potato + Data: Projects, Initiatives & Research

  1. Link: Presia Ag Insights

    Satellite-based crop intelligence for potato and specialty crops: yield forecasting, harvest timing, sustainability. Ontario/Eastern Canada. Launch (Nov 2023).

    URL: https://presia.ca/

  2. Link: Scale AI – Precision Harvest (McCain)

    Data and AI for harvest sequencing (canopy health, wet spots), pile management, waste reduction. $750K Scale AI / $1.8M total.

    URL: https://www.scaleai.ca/funded-projects/precision-harvest/

  3. Link: Scale AI – McCain MDI x AI

    Supply-chain AI/ML: reduce spoilage, waste, improve quality, optimize utilities. $8.5M; TribalScale, Florenceville NB.

    URL: https://www.scaleai.ca/funded-projects/mccain-driving-impact-mdi-with-ai/

  4. Link: McCain Farm of the Future Canada

    Research farm (Florenceville NB): regenerative practices, soil health, water, biodiversity, climate resilience.

    URL: https://www.mccain.com/information-centre/news/mccain-foods-releases-farm-of-the-future-canada-year-three-report/

  5. Link: Potatoes Without Borders – AI and remote sensing in potato farming

    Overview of AI/remote sensing for nitrogen management and yield prediction.

    URL: https://potatoeswithoutborders.com/2025/03/11/ai-and-remote-sensing-are-transforming-potato-farming-optimizing-nitrogen-use-and-yield-predictions/

  6. Link: Deep Learning in the Whole Potato Production Chain (MDPI 2024)

    Open-access review: planting, growth, disease detection, harvest, storage; PotatoGANs and synthetic imagery.

    URL: https://www.mdpi.com/2077-0472/14/8/1225

  7. Link: Data-Driven Precision Crop Management of Potato (Springer 2025)

    EAPR 2024–style review: FMIS, GNSS, satellite, proximal sensors, AI, digital twinning, yield mapping, VRA.

    URL: https://link.springer.com/article/10.1007/s11540-025-09996-1

  8. Link: Potato yield and nitrogen management with remote/proximal sensing and ML in Canada (Springer)

    Review of potato crop yield and N management using sensing and machine learning in Canadian context.

    URL: https://link.springer.com/article/10.1007/s11540-024-09803-3

  9. Link: In-season potato nitrogen prediction using multispectral drone data and ML (MDPI Remote Sensing 2025)

    Drone multispectral + machine learning for potato nitrogen prediction.

    URL: https://www.mdpi.com/2072-4292/17/11/1860

  10. Link: Potato crop coefficient (Kc) prediction with ML (ScienceDirect 2025)

    Machine learning for potato evapotranspiration/crop coefficient estimation (e.g. PEI).

    URL: https://www.sciencedirect.com/science/article/pii/S2772375525001297

  11. Link: Predictive Analytics of Varieties of Potatoes (arXiv 2024)

    ML for clone/variety selection in breeding: neural nets, gradient boosting, SVMs on yield, size, appearance, frying traits.

    URL: https://arxiv.org/abs/2404.03701

  12. Link: Unified EDA for potato breeding – IoT + UAV (HAL)

    Multispectral UAV + IoT sensors + agronomic records for potato breeding (Latvia); open-access.

    URL: https://hal.science/hal-04684062

Machine Vision & Optical Sorting

  1. Link: TOMRA – Potato sorting and grading

    Optical sorters for potatoes: defect detection, size/shape/colour, NIR and colour sensors; in-flight inspection, AI/deep learning.

    URL: https://www.tomra.com/food/machines/potatoes

  2. Link: TOMRA 3A

    Unwashed/field potatoes, up to 100 t/h; foreign material and defect removal; sealed camera box for harsh conditions.

    URL: https://www.tomra.com/food/machines/tomra-3a

  3. Link: Key Technology – Herbert OCULUS for whole potatoes

    Optical sorter to ~40 t/h; double-resolution cameras, 360° inspection; colour defects, disease, bruising, blackleg, silver scurf.

    URL: https://www.key.net/en/news/key-technology-introduces-enhanced-herbert-oculus-optical-sorter-for-whole-potatoes/

  4. Link: PotatoPro – TOMRA 3A and industry equipment

    Industry directory and product info for potato processing and sorting equipment.

    URL: https://www.potatopro.com/products/tomra-3a

Media & Coverage

  1. Link: CBC: AI gives ranchers an extra eye on their herds (BETSY/OneCup AI)

    Alberta cattle monitoring with cameras and AI; calving and health alerts.

    URL: https://www.cbc.ca/news/canada/edmonton/betsy-app-cattle-monitoring-1.6579853

  2. Link: CBC: AI in digital solutions to sustain crops

    Video on AI in crop tools and farmer support.

    URL: https://www.cbc.ca/player/play/video/9.7030442

  3. Link: Global: Alberta cattle rancher – AI saves time and money

    Rancher experience with AI monitoring.

    URL: https://globalnews.ca/news/10190623/alberta-cattle-rancher-ai-technology/

  4. Link: CBC: Farmer $3M irrigation technology to overcome drought

    Subsurface drip irrigation, south Calgary.

    URL: https://www.cbc.ca/news/canada/calgary/subsurface-drip-irrigation-alberta-1.7205365

  5. Link: CBC: Alberta potato production booming despite drought

    Alberta potato sector growth and producer response.

    URL: https://www.cbc.ca/news/canada/calgary/alberta-potato-farmers-growth-1.7031043

  6. Link: Global: Alberta researchers – more potatoes, tackle weeds (Farming Smarter)

    Farming Smarter and potato/weed research.

    URL: https://globalnews.ca/news/11291698/alberta-researchers-farming-smarter/

  7. Link: CBC: McCain $600M to double potato processing in Alberta

    Coaldale expansion context.

    URL: https://www.cbc.ca/news/canada/calgary/mccain-potato-processing-french-fry-alberta-expansion-1.6777317

  8. Link: CBC: Remote sensing maps for P.E.I. farmers (UPEI)

    Site-specific management, soil, topography, productivity zones.

    URL: https://www.cbc.ca/news/canada/prince-edward-island/pei-remote-sensing-maps-manage-fields-1.6212504

  9. Link: CBC: Technology helping BC grain farmers adapt to weather

    Seed genetics, equipment, climate-risk tools.

    URL: https://www.cbc.ca/news/canada/british-columbia/technology-bc-grain-farmers-1.7142434

  10. Link: CBC: Greenhouse research – Alberta crop output (Lethbridge College)

    Lighting, automation, crop density.

    URL: https://www.cbc.ca/news/canada/calgary/commercial-greenhouse-research-lethbridge-college-1.6673166

  11. Link: Spud Smart: Potato Growers of Alberta video series

    PGA outreach and grower content.

    URL: https://spudsmart.com/potato-growers-of-alberta-launch-new-video-series/

Learning & Courses

  1. Link: IoT Enabled Farming (Coursera)

    Free; IoT in ag, data management, predictive analytics, intro AI/ML. ~4 hours, beginner.

    URL: https://www.coursera.org/learn/iot-enabled-farming

  2. Link: Advancing Dairy Management with AI (Coursera)

    Free; AI, IoT, data analytics for farm efficiency; concepts apply beyond dairy.

    URL: https://www.coursera.org/learn/advancing-dairy-management-with-ai

  3. Link: AI for Sustainable Agriculture: A Review (MDPI)

    Open-access review of AI in crop production and sustainable ag.

    URL: https://www.mdpi.com/2071-1050/17/5/2281

  4. Link: FAO – Digital Agriculture

    FAO overview of digital technologies in agriculture and food systems.

    URL: https://www.fao.org/digital-agriculture/en/

  5. Link: Google Scholar – Agricultural AI

    Search papers on AI in agriculture, crop monitoring, precision farming.

    URL: https://scholar.google.com/scholar?q=artificial+intelligence+agriculture+crop+monitoring

  6. Link: Google Scholar – Potato ML and vision

    Search potato-specific ML and machine vision research.

    URL: https://scholar.google.com/scholar?q=potato+machine+learning+vision

Data, Ethics & Governance

  1. Link: Ag Data Transparent

    Industry initiative for transparency in ag data contracts and use; certification and principles.

    URL: https://www.agdatatransparent.com/

  2. Link: National Ag Law Center – Agricultural data overview

    Legal and policy overview of agricultural data ownership, privacy, and contracts (US-oriented; useful for comparison).

    URL: https://www.nationalaglawcenter.org/overview/agricultural-data/

Support & Community

  1. Link: Potato Growers of Alberta (albertapotatoes.ca)

    Alberta potato industry info and resources.

    URL: https://www.albertapotatoes.ca/

  2. Link: Farming Smarter

    Applied research association (Lethbridge area); irrigated crop and potato agronomy research.

    URL: https://www.farmingsmarter.com/

  3. Link: Potato Growers of Alberta – Research at UCalgary

    PGA research priorities: regenerative ag, storage, disease, water; levy-funded.

    URL: https://research.ucalgary.ca/opportunity/2026-potato-growers-alberta-2025-2026

  4. Link: Alberta.ca – Agriculture

    Programs, grants, regulations, pest management, decision tools.

    URL: https://www.alberta.ca/agriculture

  5. Link: University of Lethbridge – Dhillon School of Business

    Programs and faculty.

    URL: https://www.ulethbridge.ca/dhillon