머신 비전을 이용한 금형 품질 검사 시스템 개발

• 영문명: Development of Stamping Die Quality Inspection System Using Machine Vision
• 발행기관: 한국산업경영시스템학회
• 저자명: 윤협상
• 간행물 정보: 『산업경영시스템학회지』제46권 제4호, 181~189쪽, 전체 9쪽
• 주제분류: 공학 > 산업공학
• 파일형태: PDF
• 발행일자: 2023.12.31

영문 초록

In this paper, we present a case study of developing MVIS (Machine Vision Inspection System) designed for exterior quality inspection of stamping dies used in the production of automotive exterior components in a small to medium-sized factory. While the primary processes within the factory, including machining, transportation, and loading, have been automated using PLCs, CNC machines, and robots, the final quality inspection process still relies on manual labor. We implement the MVIS with general- purpose industrial cameras and Python-based open-source libraries and frameworks for rapid and low-cost development. The MVIS can play a major role on improving throughput and lead time of stamping dies. Furthermore, the processed inspection images can be leveraged for future process monitoring and improvement by applying deep learning techniques.

목차

1. 서론

2. 홀 가공 공정 소개 및 문제 정의

3. 시스템 요구사항 및 설계

4. MVIS 구현

5. 결론

키워드

Machine Vision Stamping Die Quality Inspection OpenCV Python Library