AI-Powered Laser Apparel Finishing: Next-Gen Manufacturing
Legal Citation
Background and Problem Solved
The original patent disclosed a method for laser finishing of apparel products using fabric templates. However, this method had limitations in terms of adaptability to changing market trends, customer preferences, and production workflows. The present invention addresses these limitations by integrating AI-powered recommendation engines, adaptive production workflows, and modular laser finishing apparatuses to create a more agile and responsive apparel production system.
Novelty and Inventive Step
The invention's novelty lies in its integration of AI, digital templates, and modular laser finishing to create a highly adaptable and responsive apparel production system. The inventive step is the combination of these components to achieve real-time market adaptability, optimized production costs, and customized products.
Alternative Embodiments and Variations
Alternative embodiments of the invention could include the use of other digital fabrication technologies, such as 3D printing or knitting, in place of laser finishing. Additionally, the AI-powered recommendation engine could be replaced with other machine learning algorithms or human-in-the-loop design approaches. The digital platform for collaborative apparel design and production could also be extended to include additional features, such as virtual reality try-on or augmented reality design tools.
Potential Commercial Applications and Market
The invention has significant commercial potential in the apparel industry, particularly in the areas of fast fashion, bespoke clothing, and sustainable manufacturing. The system's ability to adapt to changing market trends and customer preferences in real-time could revolutionize the way apparel products are designed, produced, and delivered. Additionally, the invention's focus on sustainability and transparency could appeal to environmentally conscious consumers and brands.
CPC Classifications
| Section | Class | Group |
|---|---|---|
| A | A41 | A41H3/007 |
| A | A41 | A41H3/08 |
| A | A41 | A41H42/00 |
| D | D03 | D03D1/00 |
| D | D03 | D03D15/54 |
| D | D04 | D04H1/02 |
| D | D06 | D06B11/0096 |
| D | D06 | D06C23/02 |
| D | D06 | D06L4/20 |
| D | D06 | D06L4/70 |
| D | D06 | D06M10/005 |
| D | D06 | D06P5/132 |
| D | D06 | D06P5/137 |
| D | D06 | D06P5/153 |
| D | D06 | D06P5/158 |
| D | D06 | D06P5/2005 |
| G | G06 | G06Q30/0621 |
| A | A41 | A41D1/06 |
| D | D05 | D05D2305/08 |
| D | D05 | D05D2305/24 |
| D | D06 | D06C2700/31 |
| D | D10 | D10B2501/00 |
| G | G06 | G06F16/951 |
| G | G06 | G06Q10/087 |
Section 103 Obviousness Analysis (PHOSITA)
Field of Art
Textile manufacturing and apparel production, with expertise in digital fabrication, laser finishing techniques, and advanced manufacturing workflows involving fabric processing and design optimization
Person of Ordinary Skill (PHOSITA) Profile
A professional with advanced technical knowledge in textile engineering, digital design technologies, and manufacturing processes, typically holding a master's degree or equivalent industrial experience in apparel production systems
Obviousness Rationale
A PHOSITA would recognize that the PTD's AI-powered adaptive manufacturing system represents a predictable technological evolution of the source patent's laser finishing methodology, leveraging known digital design and machine learning techniques to enhance existing textile production workflows. The integration of real-time market trend analysis, modular laser finishing, and production optimization represents an incremental technical advancement that would be obvious to a skilled practitioner familiar with emerging digital manufacturing paradigms.
Obvious Combinations & Variations
Original Patent Information
| Patent Number | US 11,857,014 |
|---|---|
| Title | Apparel products by using fabric templates and laser finishing |
| Assignee(s) | Levi Strauss & Co. |