Agentic AI for smart and sustainable precision agriculture

The results confirm the feasibility and effectiveness of integrating AAI with federated learning for intelligent precision agriculture. A SWOT analysis highlights the strengths of the proposed approach, along with deployment challenges and constraints. Overall, this study establishes a roadmap for future research, emphasizing sustainable intelligent farming systems.

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Publication Details

Journal
Frontiers in Plant Science
Published
2026-01-14
DOI
https://doi.org/10.3389/fpls.2025.1706428
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
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article

Agentic AI for smart and sustainable precision agriculture

Parvathaneni Naga Srinivasu, Aruna Pavate, Muhammad Fazal Ijaz, J. Isabelle Choi et al.
Frontiers in Plant Science
Smart Agriculture and AI
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Agentic AI for smart and sustainable precision agriculture

Parvathaneni Naga Srinivasu, Aruna Pavate, Muhammad Fazal Ijaz, J. Isabelle Choi, G. JayaLakshmi, Jana Shafi
article en

Abstract

The results confirm the feasibility and effectiveness of integrating AAI with federated learning for intelligent precision agriculture. A SWOT analysis highlights the strengths of the proposed approach, along with deployment challenges and constraints. Overall, this study establishes a roadmap for future research, emphasizing sustainable intelligent farming systems.

Frontiers in Plant ScienceVol. 16
Gachon University (KR), Prince Sattam Bin Abdulaziz University (SA), Siddhartha University (NP), Theologische Hochschule Chur (CH), Torrens University Australia (AU), Higher Education Academy (GB), Amrita Vishwa Vidyapeetham (IN)
Zero hunger
Openalex Percentile: Top 88%
Smart Agriculture and AI
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