AI-Optimized Smart Coffee Machine System

Publication ID: 24-11857105_0003_PTD
Published: November 07, 2025
Category:Synergistic Combinations

Legal Citation

pr1or.art Inc., “AI-Optimized Smart Coffee Machine System,” Published Technical Disclosure No. 24-11857105_0003_PTD, Published November 07, 2025, available at https://archive.pr1or.art/24-11857105_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. 11,857,105.

Summary of the Inventive Concept

A novel coffee machine system integrating a drip coffee machine and liquid discharge device with AI, IoT, blockchain, and nanocellulose technologies to optimize coffee extraction, enhance flavor, and reduce environmental waste.

Background and Problem Solved

The original patent disclosed a liquid discharge device for a drip coffee machine, but it lacked advanced features to optimize coffee extraction and address environmental concerns. The new inventive concept addresses these limitations by incorporating AI, IoT, blockchain, and nanocellulose technologies to create a more efficient, personalized, and sustainable coffee brewing experience.

Detailed Description of the Inventive Concept

The AI-Optimized Smart Coffee Machine System comprises a drip coffee machine and a liquid discharge device, integrated with an AI-powered flavor profiling module to optimize coffee extraction parameters based on user preferences and environmental conditions. The system also includes an IoT-enabled sensor to detect and respond to changes in coffee bean moisture levels and ambient temperature. Additionally, the system is integrated with a blockchain-based coffee supply chain management system to track and verify the origin, quality, and movement of coffee beans throughout the supply chain. Furthermore, the system utilizes a nanocellulose-based filter to enhance coffee flavor and aroma while reducing environmental waste. The system can be configured as a hybrid coffee machine system combining a drip coffee machine with a liquid discharge device and a cold brew module, wherein the liquid discharge device is controlled by an AI algorithm to optimize coffee extraction parameters for both hot and cold brew methods.

Novelty and Inventive Step

The new inventive concept introduces a synergistic combination of AI, IoT, blockchain, and nanocellulose technologies with a drip coffee machine and liquid discharge device, providing a novel and non-obvious solution for optimizing coffee extraction, enhancing flavor, and reducing environmental waste.

Alternative Embodiments and Variations

Alternative embodiments of the inventive concept could include integrating the AI-powered flavor profiling module with other coffee brewing methods, such as espresso or French press, or utilizing different types of sensors and materials to enhance the system's functionality and sustainability.

Potential Commercial Applications and Market

The AI-Optimized Smart Coffee Machine System has significant commercial potential in the coffee industry, particularly in the specialty coffee market, where consumers are willing to pay a premium for high-quality, personalized coffee experiences. The system's integration with blockchain technology also provides opportunities for supply chain transparency and sustainability, appealing to environmentally conscious consumers.

CPC Classifications

SectionClassGroup
A A47 A47J31/4475
A A47 A47J31/10

Field of Art

Coffee brewing equipment and liquid discharge systems, specifically automated drip coffee machines with precision liquid delivery mechanisms, requiring mechanical engineering, fluid dynamics, and control systems expertise

Person of Ordinary Skill (PHOSITA) Profile

A mechanical engineer with expertise in beverage preparation equipment, familiar with precision motion control, sensor integration, and automated brewing technologies, typically holding a Bachelor's or Master's degree in mechanical or mechatronic engineering

Obviousness Rationale

A PHOSITA would recognize that integrating AI, IoT, and advanced materials into an existing drip coffee machine and liquid discharge device represents predictable technological evolution using known techniques of sensor integration, algorithmic control, and materials science. The fundamental liquid discharge mechanism remains consistent with the source patent, while the proposed enhancements represent incremental improvements using standard interdisciplinary engineering approaches. The combination of known technologies to achieve enhanced functionality would be considered an obvious design optimization within the field.

Obvious Combinations & Variations

Source Patent Element
Liquid discharge device with rotational actuator and electric motor
PTD Variation
Adding IoT-enabled sensors to monitor and adjust liquid discharge parameters
Obviousness Reasoning
Integrating sensors into existing mechanical systems is a standard engineering practice for improving precision and adaptability, representing a predictable application of known control system techniques
Source Patent Element
Base plate and rotation trajectory for liquid discharge
PTD Variation
Implementing AI algorithm to dynamically control rotation and liquid flow based on user preferences
Obviousness Reasoning
Algorithmic control of mechanical systems is a well-established engineering approach, with machine learning providing a natural extension of existing parametric control methodologies
Source Patent Element
Coffee extraction method using filter and discharge pipe
PTD Variation
Utilizing nanocellulose-based filter materials to enhance flavor extraction
Obviousness Reasoning
Material science innovations in filtration are routine design choices for improving performance, with nanostructured materials representing a predictable technological progression
Source Patent Element
Drip coffee machine liquid discharge mechanism
PTD Variation
Blockchain-based supply chain tracking for coffee bean origin and quality
Obviousness Reasoning
Integrating digital tracking systems with physical manufacturing equipment is a standard industry approach for enhancing traceability and quality control
Source Patent Element
Single brewing method configuration
PTD Variation
Hybrid coffee machine system supporting multiple brewing methods
Obviousness Reasoning
Expanding equipment functionality through modular design is a common engineering strategy for increasing product versatility and market appeal
35 U.S.C. § 103 Summary: Based on the teachings of US Patent 11857105 and the published technical disclosure, a person having ordinary skill in the art would find the proposed AI-integrated, IoT-enabled, blockchain-tracked coffee machine system with nanocellulose filtration to be an obvious combination of known technologies, rendering any claims to such a system non-patentable under 35 U.S.C. Section 103 due to the predictable application of known techniques to an existing liquid discharge device design.

Original Patent Information

Patent NumberUS 11,857,105
TitleDrip coffee machine and liquid discharge device used therefor
Assignee(s)Hanter Technology Co., Ltd.