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Predictive monitoring of production line efficiency

Author

Listed:
  • GaÅ¡per MuÅ¡iÄ
  • BoÅ¡tjan Hauptman
  • Peter Rogelj
  • Tomi ZebiÄ

Abstract

The paper deals with analysis of production line performance efficiency and builds a prediction model that enables a short-term prediction of the expected performance based on the scheduled product mix. The model was built on the basis of production line structure and domain expert knowledge about the production process. The actual schedule can be used as the model input to assist the production operators at the online production management. An additional analysis of historical data was performed to obtain an insight into performance limiting factors. Besides the online operational management support the model can be used to experimentally evaluate the effect of different scheduling strategies by linking the performance model to a discrete event simulator.

Suggested Citation

  • GaÅ¡per MuÅ¡iÄ & BoÅ¡tjan Hauptman & Peter Rogelj & Tomi ZebiÄ, 2014. "Predictive monitoring of production line efficiency," International Journal of Service and Computing Oriented Manufacturing, Inderscience Enterprises Ltd, vol. 1(4), pages 323-343.
    • Handle: RePEc:ids:ijscom:v:1:y:2014:i:4:p:323-343
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    Cited by:

    1. Chieh-Peng Lin & Chou-Kang Chiu & Na-Ting Liu, 2019. "Developing virtual team performance: an integrated perspective of social exchange and social cognitive theories," Review of Managerial Science, Springer, vol. 13(4), pages 671-688, August.

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