AI-Driven Plant Disease Detection System

Publication ID: 24-11856881_0003_PTD
Published: October 26, 2025
Category:Synergistic Combinations

Legal Citation

pr1or.art Inc., “AI-Driven Plant Disease Detection System,” Published Technical Disclosure No. 24-11856881_0003_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856881_0003_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, 'Detection of plant diseases with multi-stage, multi-scale deep learning', demonstrated the effectiveness of deep learning in plant disease classification. However, it had limitations in terms of real-time data integration, secure data sharing, and adaptive decision support. The new invention addresses these limitations by synergistically combining the patented deep learning approach with IoT-based sensor networks, blockchain-based secure data sharing, AI-driven decision support, and new material-based sensors, enabling a more powerful and comprehensive plant disease detection and management system.

Novelty and Inventive Step

The new invention's novelty lies in the synergistic combination of multiple distinct technologies, including IoT, blockchain, AI, and new materials, with the patented deep learning approach. This integration enables real-time data-driven decision making, secure data sharing, and adaptive disease management, which is not obvious from the original patent.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include integrating the deep learning model with other types of sensors, such as drones or satellite imaging, or using different blockchain protocols for secure data sharing. Variations of the invention could also include applying the system to other types of crops or diseases, or integrating it with other agricultural systems, such as precision irrigation or autonomous farming.

Potential Commercial Applications and Market

The Synergistic Plant Disease Detection and Management System has significant commercial potential in the agricultural industry, particularly in precision agriculture, crop protection, and sustainable farming practices. The system's ability to minimize environmental impact and optimize treatment strategies aligns with the growing demand for sustainable and environmentally-friendly agricultural practices. The target market includes farmers, researchers, and agricultural companies seeking to improve crop yields and reduce disease-related losses.

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