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지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2021.12
- 수록면
- 324 - 332 (9page)
- DOI
- 10.7315/CDE.2021.324
이용수
초록· 키워드
오류제보하기
Lead time at the manufacturing site is one of the most important performance indicators to meet the customer"s delivery date or to establish a production schedule plan. Lead time prediction is a very important role in establishing production schedule plans in most manufacturing sites. However, there are many uncertainties in the actual manufacturing system, such as machine failure, product reprocessing, and fluctuations in preparation time and processing time disrupt the prediction of accurate lead time. Therefore, this paper aims to predict and analyze the lead time of hybrid flow-shop with machine failure and reprocessing through a step-by-step experiment. In addition, in order to generate training data in predictive analysis, we intend to build hybrid flow-shop using manufacturing modeling simulation and apply lead time predictive analysis using data generated through it. In addition, we intend to show a predictive model with high accuracy in each situation by comparing and analyzing the variables through a step-by-step experiment in consideration of whether they are selected or reprocessed within the data generated in the simulation.
목차
ABSTRACT
1. 서론
2. 연구 배경
3. 문제 정의
4. 실험 결과
5. 결론 및 추후 연구 과제
References
참고문헌 (19)
참고문헌 신청
Gyulai, D., Pfeiffer, A., Nick, G., Gallina, V., Sihn, W. and Monostori, L., 2018, Lead Time Prediction in a Flow-shop Environment with Analytical and Machine Learning Approaches, IFAC-PapersOnLine, 51(11), pp.1029-1034.
Gunasekaran, A., Patel, C. and Tirtiroglu, E., 2001, Performance Measures and Metrics in a Supply Chain Environment, International Journal of Operations & Production Management, 21(1-2), pp.71-87.
Yim, D.S. and Woo, H.S., 2004, Cell Formation Considering the Minimization of Manufacturing Leadtime in Cellular Manufacturing Systems, Journal of the Korean Institute of Industrial Engineers, 30(4), pp.285-293.
Jahangirian, M., Eldabi, T., Naseer, A., Stergioulas, L.K. and Young, T., 2010, Simulation in Manufacturing and Business: A Review. European Journal of Operational Research, 203(1), pp.1-13.
Miller, S. and Pegden, D., 2000, Introduction to Manufacturing Simulation, Proceeding of Winter Simulation Conference, 1, pp.63-66.
Gunasekaran, A., Patel, C. and Tirtiroglu, E., 2001, Performance Measures and Metrics in a Supply Chain Environment, International Journal of Operations & Production Management, 21(1-2), pp.71-87.
Yim, D.S. and Woo, H.S., 2004, Cell Formation Considering the Minimization of Manufacturing Leadtime in Cellular Manufacturing Systems, Journal of the Korean Institute of Industrial Engineers, 30(4), pp.285-293.
Jahangirian, M., Eldabi, T., Naseer, A., Stergioulas, L.K. and Young, T., 2010, Simulation in Manufacturing and Business: A Review. European Journal of Operational Research, 203(1), pp.1-13.
Miller, S. and Pegden, D., 2000, Introduction to Manufacturing Simulation, Proceeding of Winter Simulation Conference, 1, pp.63-66.
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