Adaptive Technology Platform for Diverse Industries

Publication ID: 24-11857576_0007_PTD
Published: October 28, 2025
Category:New Applications & Use Cases

Legal Citation

pr1or.art Inc., “Adaptive Technology Platform for Diverse Industries,” Published Technical Disclosure No. 24-11857576_0007_PTD, Published October 28, 2025, available at https://archive.pr1or.art/24-11857576_0007_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. 11,857,576.

Summary of the Inventive Concept

The inventive concept applies the core technology of the original patent to entirely new industries, including agriculture, energy, water quality, nutrition, and wildfire prevention, leveraging machine learning and advanced data analysis to drive innovation and solve real-world problems.

Background and Problem Solved

The original patent addressed the challenge of repairing cartilage defects, but its core technology has broader potential. This inventive concept tackles the limitations of the original patent by applying its principles to diverse industries, where data-driven insights and adaptive systems can drive meaningful impact.

Detailed Description of the Inventive Concept

The new claims describe systems and methods for monitoring and predicting crop yields, optimizing energy storage, detecting waterborne pathogens, providing personalized nutrition planning, and predicting wildfires. Each application leverages machine learning algorithms, advanced data analysis, and sensor technologies to drive innovation and solve complex problems. The inventive concept's adaptability enables its application to a wide range of industries, unlocking new opportunities for growth and improvement.

Novelty and Inventive Step

The new claims introduce novel applications of the original patent's technology, combining machine learning, data analysis, and sensor technologies in innovative ways. The inventive step lies in the unexpected adaptation of the core technology to entirely new industries, solving complex problems and creating new opportunities.

Alternative Embodiments and Variations

Alternative embodiments could include integrating the inventive concept with existing infrastructure, such as agricultural drones or smart home systems. Variations could involve applying the technology to other industries, such as healthcare or finance, or developing new machine learning algorithms tailored to specific applications.

Potential Commercial Applications and Market

The inventive concept has significant commercial potential across multiple industries, including agriculture, energy, water quality, nutrition, and wildfire prevention. The market demand for data-driven solutions and adaptive systems is growing rapidly, and this inventive concept is poised to capitalize on that trend.

Field of Art

Regenerative medicine, cellular biotechnology, and tissue engineering, with expertise in cartilage repair techniques, cell culturing, and biomaterial development

Person of Ordinary Skill (PHOSITA) Profile

A skilled practitioner with advanced degrees in biomedical engineering or biotechnology, experienced in cell culture techniques, biomaterial design, and machine learning applications in medical technology

Obviousness Rationale

A person of ordinary skill would recognize that the core principles of cellular monitoring, data analysis, and predictive modeling from the source patent's cell culturing and characterization methods can be readily extended to other domains using machine learning techniques. The PTD demonstrates a predictable application of the source patent's fundamental approach of data-driven cellular and environmental analysis across multiple industries. The systematic approach of monitoring, analyzing, and predicting outcomes is fundamentally consistent across the source patent's cellular characterization methods and the PTD's proposed applications.

Obvious Combinations & Variations

Source Patent Element
Cryogenically frozen cell bank sample with chondrocytes and characterization methods
PTD Variation
Machine learning algorithms for predicting crop yields and environmental conditions
Obviousness Reasoning
A PHOSITA would recognize that the source patent's cell monitoring and characterization techniques are directly analogous to environmental monitoring, with machine learning providing a predictable extension of data analysis techniques
Source Patent Element
Culturing cells in specific media and characterizing cellular samples
PTD Variation
Personalized nutrition planning using machine learning and user data analysis
Obviousness Reasoning
The systematic approach of collecting, analyzing, and deriving insights from complex biological data is a known technique that would be obvious to apply across different domains
Source Patent Element
Method of thawing and culturing cells with precise environmental controls
PTD Variation
Battery performance monitoring and energy optimization in electric vehicles
Obviousness Reasoning
The source patent's precise environmental monitoring and predictive techniques are directly transferable to monitoring complex systems with multiple variables
Source Patent Element
Characterization of cellular samples using advanced analytical techniques
PTD Variation
Waterborne pathogen detection using sensor technologies and machine learning
Obviousness Reasoning
Detection and classification of complex biological entities is a known technique that would be obvious to extend across different biological and environmental monitoring contexts
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857576 and the published technical disclosure, a person of ordinary skill in the art would find the claimed variations obvious, as they represent predictable applications of known cellular monitoring, data analysis, and machine learning techniques across multiple technical domains. The systematic approach of collecting, analyzing, and deriving predictive insights constitutes a fundamental method that would be obvious to apply in diverse technological contexts.

Original Patent Information

Patent NumberUS 11,857,576
TitleCompositions and methods for repairing cartilage defects
Assignee(s)Vericel Corporation