Page 856 - AI for Good Innovate for Impact

AI for Good Innovate for Impact

Encourage sustainable resource use by intelligently managing inputs like water, fertilizers, and
energy, enhancing efficiency and minimizing environmental waste.

Contribute to climate change mitigation by supporting precision agriculture techniques that
reduce greenhouse gas emissions, such as optimized fertilization planning based on real-time
environmental data.

2�3 Future Work

• Data collection (Agricultural knowledge base, crop and plant disease/pest images, market
information data, etc).
• Model development (Enhance the accuracy of Q&A and pest/disease identification; Add
agricultural policy Q&A and interpretation, soil testing and formulated fertilization, etc.)

3 Use Case Requirements

• REQ-01: It is required to provide an interactive question-and-answer (Q&A) interface for
addressing agricultural topics.
• REQ-02: It is required to deliver planting guidance through the Q&A interface to assist
farmers in crop planning.
• REQ-03: It is required to offer farming recommendations via the Q&A interface for
improved agricultural practices.
• REQ-04: It is required to make agricultural technical knowledge accessible through the
Q&A interface to support informed decision-making.
• REQ-05: It is required to enable users to upload images for pest and disease identification.
• REQ-06: It is required to identify pest types accurately from user-uploaded images.
• REQ-07: It is required to identify disease types accurately from user-uploaded images.
• REQ-08: It is required to achieve an identification accuracy rate exceeding 86% for pests
and diseases detected from images.
• REQ-09: It is required to generate treatment plans for pests and diseases identified
through image analysis.
• REQ-10: It is recommended to provide agricultural product price analysis through a
natural language Q&A interface.
• REQ-11: It is recommended to offer market trend predictions for agricultural products
via the Q&A interface.

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