تقرير
Automation of Trimming Die Design Inspection by Zigzag Process Between AI and CAD Domains
| العنوان: | Automation of Trimming Die Design Inspection by Zigzag Process Between AI and CAD Domains |
|---|---|
| المؤلفون: | Lee, Jinsub, Kim, Tae-Hyun, Jeon, Sang-Hwan, Park, Sung-Hyun, Kim, Sang-Hi, Lee, Eun-Ho, Lee, Jee-Hyong |
| سنة النشر: | 2023 |
| المجموعة: | Computer Science Mathematics |
| مصطلحات موضوعية: | Mathematics - Numerical Analysis |
| الوصف: | Quality control in the manufacturing industry has improved with the use of artificial intelligence (AI). However, the manual inspection of trimming die designs, which is time-consuming and prone to errors, is still done by engineers. This study introduces an automatic design inspection system for automobile trimming dies by integrating AI modules and computer-aided design (CAD) software. The AI modules replace engineers' judgment, and the CAD software carries out operations requested by the AI modules. The inspection process involves a zigzag interaction between the AI modules and CAD software, enabling one-click operation without expert intervention. The AI modules are CAD-independent and data-efficient, making them adaptable to other CAD software. They achieve high performance even with limited training data, with an average length measurement error of only 2.4%. The inspection time is reduced to approximately one-fifth of the time required for manual inspection by experts. |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/2305.16866 |
| رقم الأكسشن: | edsarx.2305.16866 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |