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Simulation-based planning and evaluation of personnel scheduling in knowledge-intensive production systems

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Abstract

Personnel scheduling provides manufacturing companies the link between personnel and production planning. Scheduling has a significant influence on the development of employee competencies. In knowledge-intensive production systems, this results in substantial impact on the flexibility and productivity of the production. Nevertheless, in industrial practice the employee competence and production planning are considered largely separate. The considered assembly line of a manufacturer of domestic appliances consists of extensive manual operations. In such a production system the employees have a strong and dynamic impact on productivity and flexibility of the production system due to learning effects. For this reason, it is necessary to know the impact of the employee competence on the production targets to enable a high accuracy of production planning. Therefore, a concept will be shown to describe learning and forgetting processes of production employees. These processes and productivity impacts are validated in collaboration with the manufacturer of domestic appliances. An experimental simulation model of the assembly line is created and the relevant learning and forgetting events are integrated for planning and evaluation of employee competencies. Using the simulation model it will be shown how targeted development of competencies influences production flexibility and costs.

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References

  1. Mayrhofer W, März L, Sihn W (2011) Planning assistance for pearl chain forecasts and personnel assignment planning of sequenced assembly lines. CIRP Ann Manuf Technol 60(1):481–484

    Article  Google Scholar 

  2. AlGeddawy T, ElMaraghy H (2011) Manufacturing systems synthesis using knowledge discovery. CIRP Ann Manuf Technol 60(1):437–440

    Article  Google Scholar 

  3. Warnecke G, Eichgrün K, Kluge R, Zitt U (1999) Improvement of process reliability within process chains by comprehensive control strategies. Prod Eng Res Dev 6(1):1–6

    Google Scholar 

  4. Mansfield B, Mitchell L (1996) Towards a competent workforce. Gower Publishing Limited, Hampshire

    Google Scholar 

  5. Randall R, Ferguson E, Patterson F (2000) Self-assessment accuracy and assessment centre decisions. J Occup Organ Psychol 73:443–459

    Article  Google Scholar 

  6. Witzgall E (2010) How does Competence measurement with cm prowork relate to the european qualification framework? Considerations and practical experiences with regard to worker competencies. Professional Training Facts, Dortmund, pp 1–11. http://www.cmprowork.eu/wp-content/uploads/2011/01/ptf2010-gesamt.pdf, Accessed 6 June 2016

  7. Denkena B, Charlin F, Merwart M (2013) Competence-based process planning for the workshop production. Prod Eng Res Dev 7(2):299–308

    Article  Google Scholar 

  8. Henderson J (1999) Memory and forgetting. Routledge modular psychology series. Routledge, London

    Google Scholar 

  9. Michel C, Novak F (1990) Kleines psychologisches Wörterbuch. Herder, Freiburg

    Google Scholar 

  10. Wright TP (1936) Factors affecting the cost of airplanes. J Aeronaut Sci 3(4):122–128

    Article  Google Scholar 

  11. de Jong JR (1955) Fertigkeit, Stückzahl und benötigte Zeit. REFA-Nachrichten. Beuth, Berlin

    Google Scholar 

  12. Levy FK (1965) Adaptation in the production process. Manag Sci 11:136–154

    Article  Google Scholar 

  13. Ullrich G (1995) Wirtschaftliches Anlernen in der Serienmontage—Ein Beitrag zur Lernkurventheorie. Dr.- Ing. Dissertation, RWTH Aachen

  14. Greiff M de (2001) Die Prognose von Lernkurven in der manuellen Montage unter besonderer Berücksichtigung der Lernkurven von Grundbewegungen. Dr.- Ing. Dissertation, Universität Duisburg

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Acknowledgments

The authors thank the German Research Foundation (DFG) for its financial and organizational support of the project “KomPEP - Competence-oriented personnel planning in manufacturing of producing SMEs by MES” (DE 447/131-1).

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Correspondence to F. Winter.

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Denkena, B., Dittrich, M.A., Winter, F. et al. Simulation-based planning and evaluation of personnel scheduling in knowledge-intensive production systems. Prod. Eng. Res. Devel. 10, 489–496 (2016). https://doi.org/10.1007/s11740-016-0693-4

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  • DOI: https://doi.org/10.1007/s11740-016-0693-4

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