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Role-Driven Context-Based Decision Support: Approach, Implementation and Lessons Learned

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Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K 2014)

Abstract

Today, companies have to deeply transform both their product development structure and the structure of their business processes. Context-based decision support has shown its efficient applicability in this area. However, implementation of such complex changes in large companies faces many difficulties. The paper describes the methodology of context-based decision support. The context specifies domain knowledge describing the task to be solved and its situation. It is produced based on the knowledge extracted from a common ontology. The context usage is facilitated via role-based knowledge management. The major steps of the approach implementation in collaboration with an industrial partner are described. The observations made during the implementation of the approach addressing problems related to the implementation itself and generic principles that helped to overcome the problems are discussed.

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References

  1. Gunasekaran, A., Lai, K., Cheng, T.: Responsive supply chain: a competitive strategy in a networked economy. Omega 36, 549–564 (2008)

    Article  Google Scholar 

  2. Gunasekaran, A., Ngai, N.: Build-to-order supply chain management: literature review and framework for development. J. Oper. Manage. 23(5), 423–451 (2005)

    Article  Google Scholar 

  3. Christopher, M., Towill, D.: An integrated model for the design of agile supply chains. Int. J. Phys. Distrib. Oper. Manage. 31, 235–244 (2001)

    Article  Google Scholar 

  4. Blomqvist, E.: The use of semantic web technologies for decision support–a survey. Semant. Web 5(3), 177–201 (2014)

    Google Scholar 

  5. Smirnov, A., Pashkin, M., Levashova, T., Chilov, N.: Fusion-based knowledge logistics for intelligent decision support in network-centric environment. In: Klir, G.J. (ed.) Int. J. Gen. Syst. 34(6), 673–690. Taylor & Francis (2005)

    Google Scholar 

  6. Oluikpe, P.: Developing a corporate knowledge management strategy. J. Knowl. Manage. 16(6), 862–878 (2012)

    Article  Google Scholar 

  7. Oroszi, A., Jung, T., Smirnov, A., Shilov, N., Kashevnik, A.: Ontology-driven codification for discrete and modular products. Int. J. Prod. Dev. 8(2), 162–177 (2009)

    Article  Google Scholar 

  8. Smirnov, A., Kashevnik, A., Teslya, N., Shilov, N., Oroszi, A., Sinko, M., Humpf, M., Arneving, J.: Knowledge management for complex product development. In: Bernard, A., Rivest, L., Dutta, D. (eds.) PLM 2013. IFIP AICT, vol. 409, pp. 110–119. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  9. Smirnov, A., Shilov, N., Kashevnik, A., Jung, T., Sinko, M., Oroszi, A.: Ontology-driven product configuration: industrial use case. In: Proceedings of International Conference on Knowledge Management and Information Sharing (KMIS 2011), pp. 38–47 (2011)

    Google Scholar 

  10. Smirnov, A., Shilov, N.: Role-driven knowledge management implementation: lessons learned. In: Proceedings of the International Conference on Knowledge Management and Information Sharing (KMIS 2014), pp. 36–43 (2014)

    Google Scholar 

  11. Botkin, J.: Smart Business: How Knowledge Communities Can Revolutionize Your Company. Free Press, New York (1999)

    Google Scholar 

  12. SOA: Service-Oriented Architecture (SOA) Definition. http://www.service-architecture.com/web-services/articles/service-oriented_architecture_soa_definition.html

  13. Web services explained. http://www.service-architecture.com/web-services/articles/web_ services_explained.html

  14. Semantic Web. http://www.semanticweb.org

  15. Smirnov, A., Levashova, T., Shilov, N.: Knowledge sharing in flexible production networks: a context-based approach. In: Graves, A., Stone, G., Miemczyk, J. (eds.) Int. J. Automot. Technol. Manage. (IJATM) 9(1), 87–109. Inderscience Publishers (2009)

    Google Scholar 

  16. Bradfield, D.J., Gao, J.X., Soltan, H.: A metaknowledge approach to facilitate knowledge sharing in the global product development process. Comput. Aided Des. Appl. 4(1–4), 519–528 (2007)

    Article  Google Scholar 

  17. Chan, E.C.K., Yu, K.M.: A framework of ontology-enabled product knowledge management. Int. J. Prod. Dev. 4(3–4), 241–254 (2007)

    Article  Google Scholar 

  18. Patil, L., Dutta, D., Sriram, R.: Ontology-based exchange of product data semantics. IEEE Trans. Autom. Sci. Eng. 2(3), 213–225 (2005)

    Article  Google Scholar 

  19. Uschold, M., Grüninger, M.: Ontologies: principles, methods and applications. Knowl. Eng. Rev. 11(2), 93–155 (1996)

    Article  Google Scholar 

  20. Zimmermann, A., Lorenz, A., Oppermann, R.: An operational definition of context. In: Kokinov, B., Richardson, D.C., Roth-Berghofer, T.R., Vieu, L. (eds.) CONTEXT 2007. LNCS (LNAI), vol. 4635, pp. 558–571. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  21. Balandin, S., Boldyrev, S., Oliver, I.J., Turenko, T., Smirnov, A.V., Shilov, N.G., Kashevnik, A.M.: Method and Apparatus for Ontology Matching, US Patent 2012/0078595 A1 (2012)

    Google Scholar 

  22. Baumgaertel, H.: Distributed constraint processing for production logistics. IEEE Intell. Syst. 15(1), 40–48 (2000)

    Article  Google Scholar 

  23. Tsang, J.P.: Constraint propagation issues in automated design. In: Gottlob, G., Nejdl, W. (eds.) Expert Systems in Engineering Principles and Applications. LNCS, vol. 462, pp. 135–151. Springer, Heidelberg (1991)

    Chapter  Google Scholar 

  24. Neches, R., Fikes, R., Finin, T., Gruber, T., Patil, R., Senator, T., Swartout, W.: Enabling technology for knowledge sharing. AI Mag. 12(3), 36–56 (1991)

    Google Scholar 

  25. Smirnov, A., Levashova, T., Shilov, N.: Semantic-oriented support of interoperability between production information systems. Int. J. Prod. Dev. 4(3/4), 225–240 (2007)

    Article  Google Scholar 

  26. Simon, H.A.: Making management decisions: the role of intuition and emotion. Acad. Manage. Executive 1, 57–64 (1987)

    Article  Google Scholar 

  27. Lundqvist, M.: Information demand and use: improving information flow within small-scale business contexts. Licentiate thesis, Department of Computer and Information Science, Linköping University, Linköping, Sweden (2007)

    Google Scholar 

  28. Persson, A., Stirna, J.: PoEM 2009. LNBIP, vol. 39. Springer, Heidelberg (2009)

    Book  MATH  Google Scholar 

  29. Fox, M.S., Barbuceanu, M. Gruninger, M.: An organisation ontology for enterprise modelling: preliminary concepts for linking structure and behavior. In: Proceedings of the Fourth Workshop on Enabling Technologies: Infrastructure for Collaborative Enterprises, pp. 71–81 (1995)

    Google Scholar 

  30. Tarasov, V., Sandkuhl, K.: On the role of competence models for business and IT alignment in network organizations. In: Abramowicz, W., Maciaszek, L., Węcel, K. (eds.) BIS Workshops 2011 and BIS 2011. LNBIP, vol. 97, pp. 208–219. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  31. VDMA, German Engineering Federation. http://www.vdma.org/en_GB/

  32. Smirnov, A., Sandkuhl, K., Shilov, N., Kashevnik, A.: “Product-process-machine” system modeling: approach and industrial case studies. In: Grabis, J., Kirikova, M., Zdravkovic, J., Stirna, J. (eds.) PoEM 2013. LNBIP, vol. 165, pp. 251–265. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

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Acknowledgements

The research was supported partly by projects funded by grants #14-07-00345, #15-07-08092, #14-07-00427, #15-07-08391, #15-07-09229, #14-07-00378 of the Russian Foundation for Basic Research and by Government of Russian Federation, Grant 074-U01.

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Correspondence to Nikolay Shilov .

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Smirnov, A., Levashova, T., Shilov, N. (2015). Role-Driven Context-Based Decision Support: Approach, Implementation and Lessons Learned. In: Fred, A., Dietz, J., Aveiro, D., Liu, K., Filipe, J. (eds) Knowledge Discovery, Knowledge Engineering and Knowledge Management. IC3K 2014. Communications in Computer and Information Science, vol 553. Springer, Cham. https://doi.org/10.1007/978-3-319-25840-9_32

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  • DOI: https://doi.org/10.1007/978-3-319-25840-9_32

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