Skip to main content

2017 | OriginalPaper | Buchkapitel

Towards Simulation-Based Role Optimization in Organizations

verfasst von : Lukas Reuter, Jan Ole Berndt, Ingo J. Timm

Erschienen in: KI 2017: Advances in Artificial Intelligence

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The modern workplace is driven by a high amount of available information which can be observed in various domains, e.g., in Industry 4.0. Hence, the question arises: Which competences do actors need to build and efficient work environment? This paper proposes an simulation-based optimization approach to adapt role configurations for team work scenarios. The approach was tested using a multiagent-based job-shop-scheduling model to simulate the effects of various role configurations.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Applegate, D., Cook, W.: A computational study of the job-shop scheduling problem. ORSA J. Comput. 3(2), 149–156 (1991)CrossRefMATH Applegate, D., Cook, W.: A computational study of the job-shop scheduling problem. ORSA J. Comput. 3(2), 149–156 (1991)CrossRefMATH
2.
Zurück zum Zitat Berndt, J.O., Herzog, O.: Efficient multiagent coordination in dynamic environments. In: Boissier, O., Bradshaw, J., Cao, L., Fischer, K., Hacid, M.S. (eds.) IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology (WI-IAT), pp. 188–195. IEEE Computer Society, Lyon (2011) Berndt, J.O., Herzog, O.: Efficient multiagent coordination in dynamic environments. In: Boissier, O., Bradshaw, J., Cao, L., Fischer, K., Hacid, M.S. (eds.) IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology (WI-IAT), pp. 188–195. IEEE Computer Society, Lyon (2011)
3.
Zurück zum Zitat Blażewicz, J., Pesch, E., Sterna, M.: The disjunctive graph machine representation of the job shop scheduling problem. Eur. J. Oper. Res. 127(2), 317–331 (2000)CrossRefMATH Blażewicz, J., Pesch, E., Sterna, M.: The disjunctive graph machine representation of the job shop scheduling problem. Eur. J. Oper. Res. 127(2), 317–331 (2000)CrossRefMATH
4.
Zurück zum Zitat Ellwart, T., Antoni, C.H.: Shared and distributed team cognition and information overload. Evidence and approaches for team adaptation. In: Marques, R.P.F., Batista, J.C.L. (eds.) Information and Communication Overload in the Digital Age, pp. 223–245. IGI Global, Hershey (2017). doi:10.4018/978-1-5225-2061-0.ch010 Ellwart, T., Antoni, C.H.: Shared and distributed team cognition and information overload. Evidence and approaches for team adaptation. In: Marques, R.P.F., Batista, J.C.L. (eds.) Information and Communication Overload in the Digital Age, pp. 223–245. IGI Global, Hershey (2017). doi:10.​4018/​978-1-5225-2061-0.​ch010
5.
Zurück zum Zitat Eppler, M.J., Mengis, J.: The concept of information overload: a review of literature from organization science, accounting, marketing, MIS, and related disciplines. Inf. Soc. 20, 325–344 (2004)CrossRef Eppler, M.J., Mengis, J.: The concept of information overload: a review of literature from organization science, accounting, marketing, MIS, and related disciplines. Inf. Soc. 20, 325–344 (2004)CrossRef
6.
Zurück zum Zitat Genesereth, M., Love, N., Pell, B.: General game playing: overview of the AAAI competition. AI Mag. 26(2), 62–72 (2005) Genesereth, M., Love, N., Pell, B.: General game playing: overview of the AAAI competition. AI Mag. 26(2), 62–72 (2005)
7.
Zurück zum Zitat Hinsz, V.B., Tindale, R.S., Vollrath, D.A.: The emerging conceptualization of groups as information processors. Psychol. Bull. 121(1), 43–64 (1997)CrossRef Hinsz, V.B., Tindale, R.S., Vollrath, D.A.: The emerging conceptualization of groups as information processors. Psychol. Bull. 121(1), 43–64 (1997)CrossRef
8.
Zurück zum Zitat Kagermann, H., Wahlster, W., Helbig, J. (eds.): Recommendations for implementing the strategic initiative INDUSTRIE 4.0. Final report of the Industrie 4.0 Working Group. Industry-Sciemce Research Alliance; acatech - National Academy of Science and Engineering, Frankfurt (2013) Kagermann, H., Wahlster, W., Helbig, J. (eds.): Recommendations for implementing the strategic initiative INDUSTRIE 4.0. Final report of the Industrie 4.0 Working Group. Industry-Sciemce Research Alliance; acatech - National Academy of Science and Engineering, Frankfurt (2013)
9.
Zurück zum Zitat Russell, S., Norvig, P.: Artificial Intelligence: A Modern Approach. Prentice-Hall, Englewood Cliffs (1995)MATH Russell, S., Norvig, P.: Artificial Intelligence: A Modern Approach. Prentice-Hall, Englewood Cliffs (1995)MATH
10.
Zurück zum Zitat Salas, E., Fiore, S.M., Letsky, M.P. (eds.): Theories of Team Cognition - Cross-Disciplinary Perspectives. Taylor & Francis Group, New York (2012) Salas, E., Fiore, S.M., Letsky, M.P. (eds.): Theories of Team Cognition - Cross-Disciplinary Perspectives. Taylor & Francis Group, New York (2012)
11.
Zurück zum Zitat Schuldt, A.: Multiagent Coordination Enabling Autonomous Logistics. Springer, Berlin (2011)CrossRefMATH Schuldt, A.: Multiagent Coordination Enabling Autonomous Logistics. Springer, Berlin (2011)CrossRefMATH
12.
Zurück zum Zitat Thielscher, M.: A general game description language for incomplete information games. In: Proceedings of the Twenty-fourth AAAI Conference on Artificial Intelligence, vol. 10, pp. 994–999 (2010) Thielscher, M.: A general game description language for incomplete information games. In: Proceedings of the Twenty-fourth AAAI Conference on Artificial Intelligence, vol. 10, pp. 994–999 (2010)
13.
Zurück zum Zitat Thielscher, M.: The general game playing description language is universal. In: IJCAI Proceedings-International Joint Conference on Artificial Intelligence, vol. 22 (2011) Thielscher, M.: The general game playing description language is universal. In: IJCAI Proceedings-International Joint Conference on Artificial Intelligence, vol. 22 (2011)
14.
Zurück zum Zitat Timm, I.J., Berndt, J.O., Reuter, L., Ellwart, T., Antoni, C., Ulfert, A.S.: Towards multiagent-based simulation of knowledge management in teams. In: Leyer, M., Richter, A., Vodanovich, S. (eds.) Flexible Knowledge Practices and the Digital Workplace (FKPDW), Workshop Within the 9th Conference on Professional Knowledge Management, pp. 25–40. KIT, Karlsruhe (2017) Timm, I.J., Berndt, J.O., Reuter, L., Ellwart, T., Antoni, C., Ulfert, A.S.: Towards multiagent-based simulation of knowledge management in teams. In: Leyer, M., Richter, A., Vodanovich, S. (eds.) Flexible Knowledge Practices and the Digital Workplace (FKPDW), Workshop Within the 9th Conference on Professional Knowledge Management, pp. 25–40. KIT, Karlsruhe (2017)
15.
Zurück zum Zitat Van Laarhoven, P.J., Aarts, E.H., Lenstra, J.K.: Job shop scheduling by simulated annealing. Oper. Res. 40(1), 113–125 (1992)MathSciNetCrossRefMATH Van Laarhoven, P.J., Aarts, E.H., Lenstra, J.K.: Job shop scheduling by simulated annealing. Oper. Res. 40(1), 113–125 (1992)MathSciNetCrossRefMATH
16.
Zurück zum Zitat Weiss, G.: Multiagent Systems, 2nd edn. The MIT Press, Cambridge (2013) Weiss, G.: Multiagent Systems, 2nd edn. The MIT Press, Cambridge (2013)
17.
Zurück zum Zitat Wooldridge, M.J., Jennings, N.R.: Towards a theory of cooperative problem solving. In: Perram, J.W., Müller, J.-P. (eds.) MAAMAW 1994. LNCS, vol. 1069, pp. 40–53. Springer, Heidelberg (1996). doi:10.1007/3-540-61157-6_20 CrossRef Wooldridge, M.J., Jennings, N.R.: Towards a theory of cooperative problem solving. In: Perram, J.W., Müller, J.-P. (eds.) MAAMAW 1994. LNCS, vol. 1069, pp. 40–53. Springer, Heidelberg (1996). doi:10.​1007/​3-540-61157-6_​20 CrossRef
Metadaten
Titel
Towards Simulation-Based Role Optimization in Organizations
verfasst von
Lukas Reuter
Jan Ole Berndt
Ingo J. Timm
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-67190-1_32