Published Technical Disclosure Archive

AI-Driven Adaptive Atomization System: Liquid Flow Innovation

Publication ID: 24-11856990_0010_PTD
Published: October 27, 2025
Category:Future Evolutions & Paradigm Shifts

Legal Citation

pr1or.art Inc., “AI-Driven Adaptive Atomization System: Liquid Flow Innovation,” Published Technical Disclosure No. 24-11856990_0010_PTD, Published October 27, 2025, available at https://archive.pr1or.art/24-11856990_0010_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. 11,856,990.

Background and Problem Solved

Current electronic atomization devices, as described in the original patent, often struggle with liquid leakage and insufficient supply in their liquid systems. This new invention addresses these limitations by introducing AI-driven liquid flow optimization, modular self-sustaining liquid supply modules, and adaptive atomization chambers, ensuring efficient and reliable operation in various scenarios.

Novelty and Inventive Step

The new invention's novelty lies in its integration of artificial intelligence, modular design, and advanced materials to create an adaptive, real-time optimized atomization system. The inventive step is the combination of AI-driven liquid flow optimization, MEMS-based viscosity adjustment, and nanostructured surfaces, which significantly improves the performance, efficiency, and reliability of electronic atomization devices.

Alternative Embodiments and Variations

Alternative embodiments of the invention could include the use of different AI algorithms, various nanostructured surface materials, or the integration of additional sensors to monitor environmental conditions. Variations of the invention could also involve different modular configurations, such as a decentralized swarm of atomization assemblies or a centralized, high-volume liquid supply module.

Potential Commercial Applications and Market

The adaptive atomization system has vast commercial potential in industries such as consumer electronics, healthcare, and aerospace, where reliable, efficient, and adaptive liquid delivery systems are crucial. The wearable, personalized embodiment of the invention could revolutionize the fields of precision medicine and personalized wellness, while the modular, self-sustaining design could transform industrial processes and manufacturing workflows.

CPC Classifications

SectionClassGroup
A A24 A24F40/46
A A24 A24F40/10
A A24 A24F40/44

Field of Art

Electronic atomization systems, specifically capillary liquid conducting devices for electronic vaporization technologies, requiring expertise in microfluidics, materials science, and electronic device design

Person of Ordinary Skill (PHOSITA) Profile

A professional with advanced engineering degree (MS/PhD) in mechanical or chemical engineering, experienced in microfluidic design, familiar with electronic vaporization technologies, and possessing knowledge of materials engineering and fluid dynamics principles

Obviousness Rationale

A PHOSITA would recognize that the PTD's AI-driven and nanostructured approaches represent predictable extensions of the source patent's fundamental liquid conducting and atomization principles. The core technical challenges of liquid flow, leakage prevention, and efficient atomization remain consistent between the source patent and PTD. Integrating emerging technologies like AI and nanostructures represents a natural progression of solving known limitations in electronic atomization systems.

Obvious Combinations & Variations

Source Patent Element
Capillary liquid absorbing channel with liquid inlet positioned on atomization assembly side
PTD Variation
Nanostructured surface enhancing capillary action and reducing liquid leakage
Obviousness Reasoning
Known surface engineering techniques can predictably modify capillary channel performance using nanostructured materials, representing a straightforward design optimization
Source Patent Element
Housing with tubular body surrounding atomization assembly
PTD Variation
Modular design allowing AI-driven adaptive configuration
Obviousness Reasoning
Modular design principles are well-established, and integrating computational intelligence represents a predictable technological evolution in electronic device design
Source Patent Element
Liquid supply system with air vent communicating with capillary channel
PTD Variation
MEMS-based viscosity adjustment system dynamically controlling liquid flow
Obviousness Reasoning
Microelectromechanical systems are a known technique for precise fluid manipulation, representing an incremental improvement to existing liquid supply methodologies
Source Patent Element
Electronic atomization device with liquid conducting mechanism
PTD Variation
Swarm intelligence-based control system coordinating multiple atomization assemblies
Obviousness Reasoning
Distributed control systems are a known approach in complex technological environments, representing a predictable extension of single-device atomization principles
35 U.S.C. § 103 Summary: Based on US Patent 11856990's fundamental teachings of capillary liquid conducting and atomizing technologies, the present publication demonstrates that the claimed variations would be obvious to a person having ordinary skill in the art, as they represent predictable combinations of known techniques, materials, and computational approaches within electronic atomization system design.

Original Patent Information

Patent NumberUS 11,856,990
TitleCapillary liquid conducting and atomizing unit and atomizing device
Assignee(s)Shenzhen Huachengda Precision Industry Co. Ltd.