0000000000462055

AUTHOR

Seung-jun Shin

showing 2 related works from this author

A Virtual Milling Machine Model to Generate Machine-Monitoring Data for Predictive Analytics

2015

Real data from manufacturing processes are essential to create useful insights for decision-making. However, acquiring real manufacturing data can be expensive and time consuming. To address this issue, we implement a virtual milling machine model to generate machine monitoring data from process plans. MTConnect is used to report the monitoring data. This paper presents (1) the characteristics and specification of milling machine tools, (2) the architecture for implementing the virtual milling machine model, and (3) the integration with a simulation environment for extending to a virtual shop floor model. This paper also includes a case study to explain how to use the virtual milling machin…

Engineeringbusiness.product_categoryMTConnect[ INFO ] Computer Science [cs]Process (engineering)business.industryComputerApplications_COMPUTERSINOTHERSYSTEMSData generatorPredictive analyticsSTEPIndustrial engineeringMachine toolManufacturing dataMTConnectMonitoring dataData analyticsData generatorData analysis[INFO]Computer Science [cs]businessSimulationMilling
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Towards a virtual factory prototype

2015

International audience; A virtual factory should represent most of the features and operations of the corresponding real factory. Some of the key features of the virtual factory include the ability to assess performance at multiple resolutions and generate analytics data similar to what is possible in a real factory. One should be able to look at the overall factory performance and be able to drill down to a machine and analyze its performance. It will require a large amount of effort and expertise to build such a virtual factory. This paper describes an effort to build a multiple resolution model of a manufacturing cell. The model provides the ability to study the performance at the cell l…

0209 industrial biotechnology[ INFO.INFO-MO ] Computer Science [cs]/Modeling and SimulationMTConnect[SPI] Engineering Sciences [physics]05 social sciencesvirtual factory02 engineering and technologysimulation[INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation[SPI]Engineering Sciences [physics]020901 industrial engineering & automation0502 economics and business[ SPI ] Engineering Sciences [physics][INFO.INFO-MO] Computer Science [cs]/Modeling and Simulation050203 business & management
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