1st Edition

Artificial Intelligence for Precision Agriculture

321 Pages 114 B/W Illustrations
by Auerbach Publications

321 Pages 114 B/W Illustrations
by Auerbach Publications

321 Pages 114 B/W Illustrations
by Auerbach Publications

Precision agriculture is a next-generation farming management concept that optimizes resource use, productivity, quality, profitability, and sustainability by observing and responding to crop variability. Precision agriculture employs digital technologies such as the Internet of Things (IoT), artificial intelligence (AI), 5G communication, cybersecurity, edge computing, cloud-native principles,... Read more

1. Machine Learning Algorithms and Applications
Aradhna Saini, Gaurav Dhuriya, Ayush Jain, and Attiuttama Mishra

2. Introduction to Deep Learning
Neethu Narayanan and Arjun K. P.

3. Role of AI in the Field of Precision Agriculture
Ayushi Bhavesh Tanna, Raashi Samir Jatakia, and Gajanan Dattatraya Nagare

4. How AI Contributes to Precision Agriculture
Eugene Berna I., Vijay K., J. Jeyalakshmi, and Prithi Samuel

5. AI Model Generation Platforms
J. Jeyalakshmi, Sowmia K. R., R. Babu, and Ravikumar S.

6. AI Deployment Models in Precision Agriculture
J. Jeyalakshmi1, Vijay K., Saiganesh B., and Eashaan Manohar

7. AI Model Deployment: Enhanced Rice Plant Disease Detection and Classification as well as Improved Spatial Pyramid with Enhanced YOLO v7
V. Saranya, Devi.T., and N. Deepa

8. Sustainable Farming through AI-Enabled Precision Agriculture
D. Prabha, Siva Subramanian.R, M. G. Dinesh, and Girija P.

9. The Significance of Data Integration and Ingestion in Enhancing Agricultural Operations: A Comprehensive Exploration
V. Ebenezer, M. Robinson Joel, M.Vargheese, N. Karthik, K. Arul Jeyaraj, and G. Gandhi Jabakumar

10. Revolutionizing Crop Yield Prediction in Agriculture: Harnessing Machine Learning and Environment Factors for Effective Solutions in the Face of Climate Change
M. Robinson Joel , V. Ebenezer, S. Stewart Kirubakaran, E. Bijolin Edwin, M. Roshni Thanka, and E. John Alex

11. AI in Optimisation of Agricultural Output in Precision Agriculture
J. Jeyalakshmi, Vijay K., Eugene Berna I., and Sowmia K. R.

12. Data Analytics Methods for Precision Agriculture
Vijay K., Eashaan Manohar, Saiganesh B., and Krithiga P.

13. Data Analytics Methods: A Hands-On Approach for Precision Agriculture
Bulbul Ahmed, Pankaj Das, Rahul Banerjee, Sahadeva Singh, and Bharti

14. Smart Sensing Technologies and Data Analytics for Precision Agriculture
Deva Priya Isravel, Salaja Silas, Titus Issac, Jaspher Willsie Kathrine, and Elijah Blessing Rajsingh

15. Knowledge Visualization Tools Relating to Agriculture
Prithi Samuel, A.K. Reshmy, Eugene Berna I., Ravikumar S., and Udendhran R.

Biography

Pethuru Raj Chellah is the chief architect at Edge AI Division, Reliance Jio Platforms Ltd. (JPL), Bangalore, India.

N.Gayathri is an assistant professor in the Department of Computer Science and Engineering at GITAM University, Bengaluru, India.

G. Jaspher Willsie Kathrine, is an associate professor, and programme oordinator - CSE at the Department of Computing Science and Engineering, Kayruna Institute of Technology and Sciences, Coimbatore, India.