Agro-Bot: Leveraging ANN and NLP to Revolutionize Agricultural Advisory Services

DOI

10.2991/978-94-6463-866-0_23How to use a DOI?

Keywords

Agriculture; Agro Guide Bot; Artificial Intelligence (AI); Real-time Information; JSON Data Management; Sustainable Farming

Abstract

The current fast-moving agricultural environment presents multiple difficulties to farmers because of their restricted access to current precise information. The lack of information creates sustainable damage to agricultural production since crop yields suffer and farmers risk their long-term farming sustainability. Agro Guide Bot stands out through its instant customized recommendations covering various farming-related subject matter. The bot provides farmers with dependable advice for handling complex agricultural decisions by delivering analyses of weather forecasts and soil conditions and pest control suggestions and recent agricultural tool recommendations. The data management framework of Agro Guide Bot omits SQL-based databases in favor of JSON as its primary organizational structure with advanced ANN model. The system design adopts an effective framework that enables efficient storage and management of multiple datasets such as extensive crop documentation and user account information together with historical chat records. The system performance reaches higher levels through this approach which also makes it more able to handle evolving agricultural requirements.

Copyright

© 2025 The Author(s)

Open Access

Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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TY  - CONF
AU  - S. Jagadeesan
AU  - C. Revanth Krishna
AU  - I. Hanumanth Reddy
PY  - 2025
DA  - 2025/10/31
TI  - Agro-Bot: Leveraging ANN and NLP to Revolutionize Agricultural Advisory Services
BT  - Proceedings of the International Conference on Intelligent Systems and Digital Transformation (ICISD 2025)
PB  - Atlantis Press
SP  - 260
EP  - 272
SN  - 2589-4919
UR  - https://doi.org/10.2991/978-94-6463-866-0_23
DO  - 10.2991/978-94-6463-866-0_23
ID  - Jagadeesan2025
ER  -