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Journal of Smart Farming, Precision Agriculture and Data Science
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Vol 3, Issue 1 (2026)

Remote Sensing, Machine Learning, and Smart Farming: An Umbrella Review of Review-Level Evidence for Crop Monitoring, Disease Detection, and Yield Forecasting
Gabriel Costa, Lucas Ribeiro, Ricardo Alves & Mariana Lopes
Review | Open access | 25 May 2026 | Article: 101
Responsible Foundation Models for Precision Agriculture: A Governance and Technical Safeguard Framework for Trustworthy Agricultural AI
Santiago Morales, Laura Rojas, Camila Vega & Diego Molina
Original Research | Open access | 25 May 2026 | Article: 107
Generative AI-Enabled Farm Advisory Systems: A Conceptual Architecture for Conversational Decision Support in Precision Agriculture
Nora Schneider, Tobias Frank, Andreas Müller & Christoph Meier
Original Research | Open access | 25 May 2026 | Article: 108
Managing Hallucination Risk in Agricultural AI: A Safety Framework for Generative Decision Support in Precision Farming
Daniel Kim, Jihoon Park, Min-seo Kang & Hyun-woo Jung
Original Research | Open access | 25 May 2026 | Article: 110
Climate-Smart Precision Agriculture: A Data-Science Framework for Adaptation, Mitigation, Risk Modeling, and Farm-System Resilience
Mateo Alvarez, Sofia Herrera, Diego Cruz & Andres Castro
Original Research | Open access | 25 May 2026 | Article: 112
A Taxonomy of Explainability Requirements in Smart Farming AI Systems: Farmers, Agronomists, Regulators, Platforms, and Supply-Chain Stakeholders
Sara Ben Youssef, Amal Trabelsi, Karim Boudiaf & Nabil Jebali
Original Research | Open access | 25 May 2026 | Article: 114
Autonomous Farming Systems: A Conceptual Model of Sensing, Reasoning, Acting, and Learning in Precision Agriculture
Ethan Brooks, Daniel Green, Grace Collins & Noah Williams
Original Research | Open access | 25 May 2026 | Article: 116
AI Liability in Precision Agriculture: An Accountability Framework Across Data, Model, Platform, Advisory, and Machinery Layers
Ivan Georgiev, Elena Petrova, Nikolay Stoyanov & Petar Kolev
Original Research | Open access | 25 May 2026 | Article: 117
Design Principles for Low-Resource Smart Farming Platforms: A Design Science Framework for Smallholder and Connectivity-Constrained Agriculture
Lina Hassan, Omar Khalaf, Reem Jaber & Rania Mostafa
Original Research | Open access | 25 May 2026 | Article: 120
Data-Driven Regenerative Agriculture: A Conceptual Framework Linking Precision Farming, Soil Health, Biodiversity Monitoring, and Climate Resilience
Saif Al-Hinai, Amal Al-Balushi, Mohammed Al-Maskari & Sultan Al-Mahruqi
Original Research | Open access | 25 May 2026 | Article: 121
Privacy-Preserving Precision Agriculture: A Federated Learning Architecture for Cross-Farm Model Development Without Centralized Raw Data Sharing
Charlotte Dupuis, Hugo Perrin, Elise Morel & Thomas Martin
Original Research | Open access | 25 May 2026 | Article: 122
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