Role of Generative AI in Smart Agriculture
Mrs.Sharda Keshav Khaire
, Prof.Sachin.G.Bagul
Generative Artificial Intelligence (GenAI), Smart Agriculture, Precision Farming, Crop Yield Prediction, Synthetic Data Generation, Decision Support Systems, Internet of Things (IoT), Remote Sensing, Drone and Satellite Imagery, Pest and Disease Detection, Climate-Smart Agriculture, Sustainable Farming, Indian Agriculture, Agricultural Advisory Systems, Data-Driven Farming
Abstract — Generative AI is emerging as a transformative technology in smart agriculture, enabling data-driven decision-making and sustainable farming practices. By leveraging advanced models such as Generative Adversarial Networks (GANs), Large Language Models (LLMs), and diffusion models, agriculture systems can generate accurate predictions, synthetic data, and intelligent recommendations. Generative AI supports crop yield prediction, soil health analysis, pest and disease detection, weather forecasting, and precision irrigation. It also enhances farm management through automated advisory systems, virtual crop simulations, and real-time optimization of resources. Integration of IoT sensors, drones, satellite imagery, and cloud computing with Generative AI enables scalable and efficient agricultural solutions. Despite challenges related to data quality, computational cost, and ethical concerns, continuous advancements indicate strong potential for improving productivity, reducing environmental impact, and ensuring food security. This progress highlights Generative AI as a key enabler of next-generation smart agriculture.
"Role of Generative AI in Smart Agriculture", IJSDR - International Journal of Scientific Development and Research (www.IJSDR.org), ISSN:2455-2631, Vol.11, Issue 1, page no.b489-b493, January-2026, Available :https://ijsdr.org/papers/IJSDR2601162.pdf
Volume 11
Issue 1,
January-2026
Pages : b489-b493
Paper Reg. ID: IJSDR_307008
Published Paper Id: IJSDR2601162
Downloads: 000231
Research Area: Science and Technology
Country: Nashik, Mahaarashtra, India
ISSN: 2455-2631 | IMPACT FACTOR: 9.15 Calculated By Google Scholar | ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 9.15 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
Publisher: IJSDR(IJ Publication) Janvi Wave