사출성형공정 모니터링용 엣지 디바이스 개발 및 평가
Development and evaluation of edge devices for injection molding monitoring
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초록
In this study, an edge device that monitors the injection molding process by measuring the mold vibration(acceleration) signal and the mold surface temperature was developed and evaluated its performance. During injection molding, signals of the injection start, V/P switchover, and packing end sections were obtained through the measurement of the mold vibration and the injection time and packing time were calculated by using the difference between the times of the sections. Then, the mold closed and mold open signals were obtained using a magnetic hall sensor, and cycle time was calculated by using the time difference between the mold closed time each process. As a result of evaluating the performance by comparing the process data monitored by the edge device with the shot data recorded on the injection molding machine, the cycle time, injection time, and packing time showed very small error of 0.70±0.38%, 1.40±1.17%, and 0.69±0.82%, respectively, and the values close to the actual were monitored and the accuracy and reliability of the edge device were confirmed. In addition, it was confirmed that the mold surface temperature measured by the edge device was similar to the actual mold surface temperature.
Abstract
In this study, an edge device that monitors the injection molding process by measuring the mold vibration(acceleration) signal and the mold surface temperature was developed and evaluated its performance. During injection molding, signals of the injection start, V/P switchover, and packing end sections were obtained through the measurement of the mold vibration and the injection time and packing time were calculated by using the difference between the times of the sections. Then, the mold closed and mold open signals were obtained using a magnetic hall sensor, and cycle time was calculated by using the time difference between the mold closed time each process. As a result of evaluating the performance by comparing the process data monitored by the edge device with the shot data recorded on the injection molding machine, the cycle time, injection time, and packing time showed very small error of 0.70±0.38%, 1.40±1.17%, and 0.69±0.82%, respectively, and the values close to the actual were monitored and the accuracy and reliability of the edge device were confirmed. In addition, it was confirmed that the mold surface temperature measured by the edge device was similar to the actual mold surface temperature.
참고문헌 (5)
- Mok, S. L., "Application of artificial neural network and fuzzy logic in a case-based system for initial process parameter setting of injection molding", J. Intell. Manuf, 13(3), pp.165~176 (2002)
- Michaeli, W., "Online Control of the Injection Molding Process Based on Process Variables", Adv. Polym. Tech., 28(2), pp.65~76 (2002)
- Chen, J. Y., "nline quality monitoring of molten resin in injection molding", nt. J. Heat Mass Transfer, 122, pp.681~693 (2018)
- 이준한, "사출성형공정에서 금형에 전달되는 진동 신호 측정을 이용한 성형 단계별 공정시간과 공정특성의 모니터링에 대한 연구", Design & Manufacturing, 14(3), pp.8~16 (2020), 한국금형공학회[DOI]
- Zhang, Z., "Development of an in-process, gap-caused flash monitoring system in injection molding processes", Int. J. Adv. Manuf. Technol, 26, pp.1237~1245 (2005)
