AI-Powered Plant Disease Management Platform
Legal Citation
Background and Problem Solved
The original patent disclosed a multi-stage, multi-scale deep learning approach for detecting plant diseases. However, this approach has limitations, including reliance on user-submitted images and limited scalability. The new invention addresses these limitations by integrating multi-modal sensing, IoT-enabled monitoring, and autonomous decision-making to provide a more comprehensive and proactive disease management solution.
Novelty and Inventive Step
The new claims introduce a paradigm shift in plant disease management by integrating multi-modal sensing, IoT-enabled monitoring, and autonomous decision-making. The inventive step lies in the combination of these components to provide a proactive, data-driven, and precision-based disease management solution that goes beyond the original patent's image-based approach.
Alternative Embodiments and Variations
Alternative embodiments of the invention could include the use of different sensing modalities, such as acoustic or thermal sensing, or the integration of additional data sources, such as weather forecasts or soil moisture levels. Variations of the invention could also include the application of the platform to different crop types or the development of specialized disease management modules for specific crops.
Potential Commercial Applications and Market
The next-generation plant disease management platform has significant commercial potential in the agriculture and environmental sectors. The platform can be marketed to farmers, agricultural cooperatives, and crop insurance companies, providing a valuable tool for enhancing crop yields, reducing environmental impact, and improving disease management practices.
CPC Classifications
| Section | Class | Group |
|---|---|---|
| A | A01 | A01B79/005 |
| G | G06 | G06F18/214 |
| G | G06 | G06F18/24317 |
| G | G06 | G06F18/254 |
| G | G06 | G06N3/045 |
| G | G06 | G06N3/08 |
| G | G06 | G06T3/40 |
| G | G06 | G06T7/0012 |
| G | G06 | G06V10/764 |
| G | G06 | G06V10/774 |
| G | G06 | G06V10/82 |
| G | G06 | G06V20/188 |
| G | G06 | G06V20/60 |
| G | G06 | G06V20/68 |
| A | A01 | A01G7/00 |
| G | G06 | G06T2207/20016 |
| G | G06 | G06T2207/20081 |
| G | G06 | G06T2207/20084 |
Original Patent Information
| Patent Number | US 11,856,881 |
|---|---|
| Title | Detection of plant diseases with multi-stage, multi-scale deep learning |
| Assignee(s) | CLIMATE LLC |