Adaptive Parameter Modeling for Diverse Applications

Publication ID: 24-11857765_0002_PTD
Published: November 07, 2025
Category:New Applications & Use Cases

Legal Citation

pr1or.art Inc., “Adaptive Parameter Modeling for Diverse Applications,” Published Technical Disclosure No. 24-11857765_0002_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857765_0002_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. 11,857,765.

Summary of the Inventive Concept

This inventive concept extends the personalized parameter modeling technology to new industries, enabling accurate predictions and optimized decision-making in fields such as agriculture, energy management, product recommendations, traffic management, and supply chain logistics.

Background and Problem Solved

The original patent's personalized parameter modeling technology has revolutionized therapy management. However, its potential applications extend far beyond healthcare. This inventive concept addresses the limitations of existing solutions in various industries, where inaccurate predictions and inefficient decision-making hinder progress. By applying the core technology to these new fields, this concept solves the problem of inadequate modeling and prediction capabilities.

Detailed Description of the Inventive Concept

The inventive concept comprises a system and method for adapting the personalized parameter modeling technology to diverse applications. It involves obtaining current operational context information, obtaining an expected parameter model associated with a specific industry or region, and calculating an expected value based on the expected parameter model and the current operational context information. This technology can be applied to various fields, such as predicting crop yields, optimizing energy consumption, providing personalized product recommendations, predicting traffic patterns, and optimizing supply chain logistics.

Novelty and Inventive Step

The novelty of this inventive concept lies in its application of the personalized parameter modeling technology to entirely new industries, addressing previously unexplored problems. The inventive step is the recognition of the potential for this technology to be adapted and applied to diverse fields, enabling accurate predictions and optimized decision-making.

Alternative Embodiments and Variations

Alternative embodiments of this inventive concept may include variations in the type of operational context information obtained, the specific parameter models used, and the industries or regions targeted. For example, the technology could be applied to environmental monitoring, financial forecasting, or smart city infrastructure management.

Potential Commercial Applications and Market

The potential commercial applications of this inventive concept are vast, with opportunities in agriculture, energy management, e-commerce, transportation, and logistics. The target market includes companies and organizations seeking to improve their predictive capabilities and decision-making processes, as well as industries looking to optimize their operations and reduce costs.

CPC Classifications

SectionClassGroup
A A61 A61M5/1723
A A61 A61B5/14532
A A61 A61B5/4839
G G16 G16H10/60
G G16 G16H20/17
G G16 G16H40/40
G G16 G16H40/63
G G16 G16H50/20
G G16 G16H50/50
A A61 A61B5/0022
A A61 A61B5/02438
A A61 A61B5/7239
A A61 A61B5/7242
A A61 A61B2560/0242
A A61 A61B2562/0219
A A61 A61M5/14244
A A61 A61M2205/3569
A A61 A61M2205/502
A A61 A61M2205/52
A A61 A61M2205/70
A A61 A61M2230/005
A A61 A61M2230/06
A A61 A61M2230/201
G G16 G16H15/00

Original Patent Information

Patent NumberUS 11,857,765
TitlePersonalized parameter modeling methods and related devices and systems
Assignee(s)MEDTRONIC MINIMED, INC.