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Artificial Intelligence in Agricultural Systems: Fundamentals and Advances

Editat de Mohammad Mehdizadeh
en Limba Engleză Paperback – apr 2027
Artificial Intelligence in Agricultural Systems: Fundamentals and Advances focuses on advancements in AI in and draws upon the multi-faceted challenges of modern agriculture. This book curates the latest strands of AI applications that are reshaping agricultural systems, including current trends and emerging technologies. It offers an overview of the evolving agricultural landscape and foregrounds the critical role of AI in driving innovation and enhancing productivity in this essential sector. Organized into four parts, it introduces agricultural systems and AI fundamentals, including machine learning, deep learning, natural language processing, and robotics. It then pivots to data collection and processing techniques, explicating the use of sensors, IoT devices, remote sensing, and UAVs. Core applications in crop and livestock management receive emphasis, covering yield prediction, pest detection, precision irrigation, and sustainable farming practices. The final sections address the limitations of AI in agriculture, future trends, and policy recommendations, providing an overarching understanding of AI's responsible adoption. Artificial Intelligence in Agricultural Systems is an important resource for upper-level undergraduate and graduate students studying the impact of AI technologies on agriculture and food production. Researchers, practitioners, and policymakers studying the intersections of agriculture, environmental science, data science, and engineering will find this book compelling as well.

  • Offers a thorough exploration of AI's role in modern agriculture, including challenges with the latest trends and technologies in the field
  • Covers essential AI fundamentals tailored to agricultural systems, including machine learning, robotics, and decision support tools
  • Addresses a gap in existing resources by showcasing AI's diverse applications in agriculture, encouraging thoughtful and fair use of these technologies
  • Includes policy recommendations for AI in agriculture, offering guidance on regulatory frameworks to ensure safe and equitable implementation
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Specificații

ISBN-13: 9780443456527
ISBN-10: 0443456526
Pagini: 300
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Cuprins

Part I: Introduction to Artificial Intelligence in Agricultural Systems
1. Overview of Agricultural Systems
2. Fundamentals of Artificial Intelligence

Part II: Data Collection and Processing in Agricultural Systems
3. Data Collection Methods in Agriculture
4. Data Preprocessing and Management in Agricultural Systems

Part III: Applications of Artificial Intelligence in Agricultural Systems
5. Crop Management and Optimization
6. Livestock Management and Animal Health
7. Sustainable Farming and Resource Management

Part IV: Challenges, Ethics, and Future Directions
8. Challenges and Limitations of AI in Agriculture
9. Future Trends and Emerging Technologies
10. Policy Recommendations and Conclusion