AI-Powered Plant Disease Management Platform

Publication ID: 24-11856881_0005_PTD
Published: October 26, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Powered Plant Disease Management Platform,” Published Technical Disclosure No. 24-11856881_0005_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856881_0005_PTD
This technical disclosure describes improvements that would be readily apparent to a Person Having Ordinary Skill In The Art (PHOSITA) when considered in combination with the foundational architecture disclosed in U.S. Patent No. 11,856,881.

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

SectionClassGroup
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 NumberUS 11,856,881
TitleDetection of plant diseases with multi-stage, multi-scale deep learning
Assignee(s)CLIMATE LLC