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AI-Based Water Requirement Forecasting for Precision Agriculture

This B.Tech Agricultural Engineering project is based on the recent AI/ML research direction ‘AI-Based Water Requirement Forecasting for Precision Agriculture’. The project connects agricultural engineering with artificial intelligence, machine learning, deep learning,…

Project Overview This B.Tech Agricultural Engineering project is based on the recent AI/ML research direction 'AI-Based Water Requirement Forecasting for Precision Agriculture'. The project connects agricultural engineering with artificial intelligence, machine learning, deep learning, IoT, computer vision, drone analytics, or RAG-style decision support. Students can use the linked 2023-onward paper/source as the academic base and convert it into an implementation-focused final-year project with sensors, datasets, dashboards, mobile/web interfaces, prediction models, or prototype automation.
Research Paper Title AI-Based Water Requirement Forecasting for Precision Agriculture
Research Paper / PDF Link Open Paper / PDF
Year 2024
Project Area Water Management Projects
Project Type Water Forecasting
Required Tools / Software Python, Pandas, Scikit-learn, TensorFlow/PyTorch, Streamlit/Flask, IoT dataset/sensor data
Main Features / Working Principle Forecast crop water requirements using weather, soil and crop-stage data
Expected Output A water requirement forecast dashboard
Possible Add-ons Add rainfall API and crop-stage input
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This B.Tech agricultural engineering project resource helps students connect a recent AI-based research direction with a practical implementation plan, tools, expected output, and possible extensions.

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