AI-Driven Adaptive Aerosol Generation System

Publication ID: 24-11856979_0005_PTD
Published: October 26, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Driven Adaptive Aerosol Generation System,” Published Technical Disclosure No. 24-11856979_0005_PTD, Published October 26, 2025, available at https://archive.pr1or.art/24-11856979_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. 11,856,979.

Background and Problem Solved

The original aerosol generating articles and methods, while effective, have limitations in terms of customization, efficiency, and user experience. The present invention addresses these limitations by introducing a modular, adaptive, and intelligent system that can be tailored to individual user preferences and behaviors, providing a more enjoyable and healthier vaping experience.

Novelty and Inventive Step

The present invention introduces a paradigm shift in aerosol generation by integrating artificial intelligence, modular design, and real-time monitoring, which are not present in the original patent. The combination of these features enables a new level of customization, efficiency, and user experience, making the invention novel and non-obvious.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include wearable aerosol generating devices, miniaturized heating elements, or aerosol generating articles with integrated sensors for real-time monitoring of aerosol quality. Other variations could involve different materials or designs for the aerosol generating sheets, susceptors, or devices.

Potential Commercial Applications and Market

The adaptive aerosol generation system has significant commercial potential in the vaping industry, particularly among consumers seeking more personalized and healthier vaping experiences. The system's modular design and AI-driven features could also appeal to manufacturers looking to differentiate their products and stay ahead of regulatory changes.

CPC Classifications

SectionClassGroup
A A24 A24B3/14
A A24 A24C5/01
A A24 A24D1/20
B B32 B32B5/02
B B32 B32B5/16
B B32 B32B5/18
B B32 B32B7/12
B B32 B32B15/04
B B32 B32B15/046
B B32 B32B15/14
B B32 B32B15/16
B B32 B32B15/18
B B32 B32B15/20
B B32 B32B29/002
B B32 B32B29/007
B B32 B32B29/02
B B32 B32B29/04
B B32 B32B37/12
B B32 B32B37/20
B B32 B32B38/0004
B B32 B32B38/04
A A24 A24F1/20
A A24 A24F40/20
B B32 B32B2038/047
B B32 B32B2262/06
B B32 B32B2264/06
B B32 B32B2307/20
B B32 B32B2311/12
B B32 B32B2311/22
B B32 B32B2311/24
B B32 B32B2311/30
B B32 B32B2317/00
B B32 B32B2317/02

Field of Art

Aerosol generation technologies, specifically electronic heating devices for generating inhalable aerosols, involving materials science, thermal engineering, and electronic device design. Requires expertise in thermal susceptor design, sheet-based aerosol generation, and electronic heating mechanisms.

Person of Ordinary Skill (PHOSITA) Profile

A skilled practitioner with advanced engineering degrees (MS/PhD) in materials science, mechanical engineering, or chemical engineering, with 5-7 years experience in electronic heating devices, thermal transfer technologies, and consumer electronics design

Obviousness Rationale

A PHOSITA would recognize that the PTD's proposed variations represent predictable technological extensions of the source patent's core aerosol generation principles. The fundamental thermal and structural elements of aerosol generation remain consistent, with the PTD introducing incremental improvements in monitoring, personalization, and modular design. These modifications represent standard design iterations within the established technological framework of heated aerosol generation.

Obvious Combinations & Variations

Source Patent Element
Inductively heatable susceptor positioned between two aerosol generating sheets
PTD Variation
Modular, interchangeable aerosol generating article with integrated sensors and AI-driven adaptive heating profiles
Obviousness Reasoning
Adding sensor and AI technologies to existing thermal generation systems represents a known technique for enhancing device functionality, with predictable results in performance monitoring and user experience optimization
Source Patent Element
Perforated aerosol generating sheets allowing controlled material interaction
PTD Variation
Biodegradable aerosol generating sheets with replaceable design and self-cleaning antimicrobial susceptor
Obviousness Reasoning
Material substitution and adding antimicrobial properties are standard design choices in consumer electronic devices, representing a finite set of predictable improvements
Source Patent Element
Thermal heating mechanism for generating inhalable aerosols
PTD Variation
Wearable aerosol generating device with miniaturized high-efficiency heating element
Obviousness Reasoning
Miniaturization of electronic components is a well-established engineering practice, and adapting thermal generation technologies to wearable form factors represents an obvious technological progression
Source Patent Element
Sheet-based aerosol generation using thermal transfer
PTD Variation
Machine learning algorithms for optimizing aerosol flavor, temperature, and nicotine content based on user behavior
Obviousness Reasoning
Applying data-driven personalization to existing technological systems is a known technique in consumer electronics, representing a predictable application of machine learning to existing thermal generation technologies
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11856979 and the disclosed technological variations, a person having ordinary skill in the art would find the proposed aerosol generation innovations obvious and lacking inventive step. The incremental modifications represent standard design iterations within the established technological framework of heated aerosol generation, thereby rendering potential patent claims obvious and anticipatable as a matter of law.

Original Patent Information

Patent NumberUS 11,856,979
TitleAerosol generating articles and methods for manufacturing the same
Assignee(s)JT International S.A.