COMBINING SIMULATION AND DATA ANALYTICS FOR OEE IMPROVEMENT

被引:14
|
作者
Lindegren, M. L. [1 ,2 ]
Lunau, M. R. [1 ]
Mafia, M. M. P. [1 ]
da Silva, Ribeiro E. [1 ]
机构
[1] Univ Southern Denmark, Dept Technol & Innovat, Als 2, DK-6400 Sonderborg, Denmark
[2] Proc Dev Partnering AS, Norrevinge 12, DK-6700 Esbjerg, Denmark
关键词
Discrete Event Simulation; Data Analytics; OEE; Improvement; Industry; 4.0; EQUIPMENT EFFECTIVENESS;
D O I
10.2507/IJSIMM21-1-584
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Overall Equipment Effectiveness (OEE) is a productivity performance metric widely used in industry to support production control decisions. However, there is still a gap in organisational procedures to systematically identify and address the most promising opportunities to improve the production setup. In this study, we propose and demonstrate a data-driven approach for increasing OEE by combining the strengths of discrete-event simulation with data analytics tools and methods, which provides a risk-free test environment that forms the basis for data-driven decisions and supports revealing production interdependencies. Therefore, this approach eases the process for practitioners to proactively identify production losses and forecast the outcome of the most promising selected improvement measures. A case study is performed to illustrate the potentialities of the proposed approach, demonstrating the interdependence between the processes and the improvement measures, and the knock-on effect both upstream and downstream. The results yield substantial insights and facilitate operational decision-making for managers.
引用
收藏
页码:29 / 40
页数:12
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