Intelligent Dental Tool Manufacturing System
Legal Citation
Summary of the Inventive Concept
An integrated system combining AI, IoT, blockchain, and novel materials to optimize dental tool manufacturing, improve tool performance, and enable secure tracking and predictive maintenance.
Background and Problem Solved
The original patent, 'Manufacture of a dental tool', describes a method for manufacturing a dental tool, but lacks the ability to optimize the milling process, predict optimal flute geometry, and ensure secure tracking and maintenance of the tool. The new inventive concept addresses these limitations by integrating distinct technologies to create a more powerful system.
Detailed Description of the Inventive Concept
The system comprises a machine learning module integrated with a CNC milling machine, which optimizes the milling process based on real-time sensor data and predicts optimal flute geometry for improved tool performance. Additionally, the system integrates a blockchain-based digital twin to enable secure and transparent tracking of the dental prosthesis throughout its lifecycle. An IoT-enabled sensor network monitors and controls the milling process in real-time, communicating with a cloud-based analytics platform to optimize tool performance and predict maintenance needs. The system also utilizes artificial intelligence to generate tool designs based on input parameters and integrates with a CAM system to manufacture the tool using novel materials with improved wear resistance and thermal conductivity. Furthermore, a machine learning-based predictive maintenance module integrated with a cloud-based IoT platform receives real-time sensor data from the dental tool and predicts when maintenance is required, providing recommendations for optimal tool performance.
Novelty and Inventive Step
The new inventive concept introduces the integration of AI, IoT, blockchain, and novel materials to optimize dental tool manufacturing, which is not disclosed in the original patent. The inventive step lies in the synergistic combination of these distinct technologies to create a more powerful system that improves tool performance, enables secure tracking, and predicts maintenance needs.
Alternative Embodiments and Variations
Alternative embodiments may include using different machine learning algorithms, integrating with other digital twin platforms, or utilizing different novel materials. Variations may include applying the system to other medical or industrial applications, such as manufacturing surgical instruments or aerospace components.
Potential Commercial Applications and Market
The intelligent dental tool manufacturing system has significant commercial potential in the dental industry, enabling dental laboratories and manufacturers to improve tool performance, reduce costs, and enhance patient satisfaction. The system also has potential applications in other industries, such as medical device manufacturing and aerospace engineering.
CPC Classifications
| Section | Class | Group |
|---|---|---|
| A | A61 | A61C13/0022 |
| A | A61 | A61C3/02 |
| B | B23 | B23C3/32 |
| B | B23 | B23C5/1009 |
| A | A61 | A61B2017/00526 |
| B | B23 | B23C2210/40 |
Section 103 Obviousness Analysis (PHOSITA)
Field of Art
Dental tool manufacturing and machining technologies, involving precision manufacturing techniques, CNC machining, tool design, and advanced materials processing for medical and dental applications
Person of Ordinary Skill (PHOSITA) Profile
A skilled professional with expertise in mechanical engineering, CNC machining, materials science, and dental tool manufacturing, possessing advanced knowledge of computer-aided design, sensor technologies, and manufacturing process optimization
Obviousness Rationale
A PHOSITA would recognize that integrating advanced digital technologies like machine learning, IoT, and predictive analytics into dental tool manufacturing represents a natural progression of existing manufacturing techniques disclosed in the source patent. The core manufacturing process remains fundamentally consistent with the original patent's teachings, with technological enhancements representing incremental improvements using known computational methods. The variations demonstrate predictable applications of emerging digital technologies to an established manufacturing domain.
Obvious Combinations & Variations
Original Patent Information
| Patent Number | US 11,857,386 |
|---|---|
| Title | Manufacture of a dental tool |
| Assignee(s) | PRIMA DENTAL MANUFACTURING, LTD |