AI-Powered Custom Footwear Design & Health Monitoring System
Legal Citation
Background and Problem Solved
The original patent disclosed a method for three-dimensionally printed molds for manufacturing articles such as footwear. However, this approach has limitations in terms of material properties, geometries, and user-specific customization. The present invention addresses these limitations by introducing a holistic system that predicts optimal material properties and geometries for a specific user's foot, creates customized, adaptive footwear, and provides real-time foot health monitoring.
Novelty and Inventive Step
The present invention introduces a paradigm shift in footwear manufacturing by integrating AI-driven design, hybrid 3D printing and knitting, and real-time foot health monitoring. The new claims are novel and non-obvious compared to the original patent, as they enable the creation of customized, adaptive footwear with unprecedented comfort, flexibility, and sustainability.
Alternative Embodiments and Variations
Alternative embodiments of the invention could include the use of different AI algorithms, material libraries, or 3D printing technologies. Variations could also include the integration of additional sensors or features, such as temperature control or antimicrobial properties, into the footwear components.
Potential Commercial Applications and Market
The present invention has significant commercial potential in the footwear industry, with applications in athletic, fashion, and orthotic footwear. The system's ability to create customized, adaptive footwear with real-time foot health monitoring could disrupt the traditional footwear manufacturing process, providing a competitive advantage for companies that adopt this technology. Additionally, the cloud-based platform for collaborative design, prototyping, and production could accelerate innovation and reduce environmental impact in the footwear industry.
CPC Classifications
| Section | Class | Group |
|---|---|---|
| A | A43 | A43B1/14 |
| A | A43 | A43B3/34 |
| A | A43 | A43B13/04 |
| A | A43 | A43B17/003 |
| A | A43 | A43B17/14 |
| A | A43 | A43B23/0215 |
| A | A43 | A43D1/00 |
| A | A43 | A43D1/02 |
| A | A43 | A43D999/00 |
| B | B29 | B29C64/112 |
| B | B29 | B29C64/209 |
| B | B29 | B29C64/336 |
| B | B29 | B29C64/393 |
| B | B29 | B29D35/00 |
| B | B29 | B29D35/12 |
| B | B33 | B33Y10/00 |
| B | B33 | B33Y30/00 |
| B | B33 | B33Y50/02 |
| B | B33 | B33Y70/00 |
| A | A43 | A43B5/00 |
| A | A43 | A43D2200/60 |
| B | B29 | B29K2075/00 |
| B | B29 | B29K2105/04 |
| B | B29 | B29K2713/00 |
| B | B29 | B29L2031/50 |
| B | B33 | B33Y80/00 |
Section 103 Obviousness Analysis (PHOSITA)
Field of Art
Advanced manufacturing, additive manufacturing, and footwear design technologies, focusing on multi-material 3D printing, robotic dispensing, and customized manufacturing processes
Person of Ordinary Skill (PHOSITA) Profile
A professional with expertise in materials engineering, 3D printing technologies, robotics, and footwear design, holding advanced degrees in mechanical engineering or materials science, with practical experience in additive manufacturing and product customization
Obviousness Rationale
A PHOSITA would recognize that the PTD's AI-driven, multi-material 3D printing approach for footwear is a natural progression from the source patent's robotic molding techniques. The disclosed variations represent predictable extensions of existing 3D printing and customization technologies, applying known machine learning and sensor integration techniques to footwear manufacturing. The combination of AI design, adaptive materials, and sensor-embedded structures would be considered an obvious iteration of the source patent's multi-material dispensing method.
Obvious Combinations & Variations
Original Patent Information
| Patent Number | US 11,857,023 |
|---|---|
| Title | Digital molding and associated articles and methods |
| Assignee(s) | Kornit Digital Technologies Ltd. |