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2020 | OriginalPaper | Chapter

Towards a Reference Model for Knowledge Driven Data Provision Processes

Authors : Wei Min Wang, Maurice Preidel, Bernd Fachbach, Rainer Stark

Published in: Boosting Collaborative Networks 4.0

Publisher: Springer International Publishing

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Abstract

Value creation in most business areas takes place in networks that involve a wide range of stakeholders from various disciplines within and beyond company borders. Collaboration in such networks require the exchange of knowledge that is manifested in digital artefacts and consequently in data. As the utilization of that “hidden” knowledge has become increasingly important, the provision of relevant data in sufficient quality has also become crucial. This article proposes a reference model for knowledge driven data provision processes that is developed within a research project at the Virtual Vehicle Research GmbH for a future networked engineering environment. It describes a systematic process to drive operationalization of data provision from knowledge requirements to identify, extract and provide raw data until the application of such data sets. Still, the model in its current state is only applicable by descriptive means and needs further development and validation in practical use cases.

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Literature
5.
go back to reference Voet, H., Altenhof, M., Ellerich, M., Schmitt, R.H., Linke, B.: A framework for the capture and analysis of product usage data for continuous product improvement. J. Manuf. Sci. Eng. 141 (2019) Voet, H., Altenhof, M., Ellerich, M., Schmitt, R.H., Linke, B.: A framework for the capture and analysis of product usage data for continuous product improvement. J. Manuf. Sci. Eng. 141 (2019)
8.
go back to reference Anand, S.S., Büchner, A.G.: Decision Support Using Data Mining. Financial Times Management, London (etc.) (1998) Anand, S.S., Büchner, A.G.: Decision Support Using Data Mining. Financial Times Management, London (etc.) (1998)
9.
go back to reference IBM: IBM SPSS Modeler Crisp-DM Guide (2016) IBM: IBM SPSS Modeler Crisp-DM Guide (2016)
10.
go back to reference Exner, K., Stark, R., Kim, J.Y.: Data-driven business model a methodology to develop smart services. In: Proceeding of the 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC), pp. 146–154 (2017) Exner, K., Stark, R., Kim, J.Y.: Data-driven business model a methodology to develop smart services. In: Proceeding of the 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC), pp. 146–154 (2017)
11.
go back to reference Porter, M.E., Heppelmann, J.E.: How smart, connected products are transforming companies. Harvard Bus. Rev. 93, 96–114 (2015) Porter, M.E., Heppelmann, J.E.: How smart, connected products are transforming companies. Harvard Bus. Rev. 93, 96–114 (2015)
13.
go back to reference Azevedo, A., dos Santos, M.F.: KDD, SEMMA and CRISP-DM: a parallel overview (2008) Azevedo, A., dos Santos, M.F.: KDD, SEMMA and CRISP-DM: a parallel overview (2008)
17.
go back to reference Huber, S., Wiemer, H., Schneider, D., Ihlenfeldt, S.: DMME: data mining methodology for engineering applications – a holistic extension to the CRISP-DM model. Procedia CIRP 79, 403–408 (2019)CrossRef Huber, S., Wiemer, H., Schneider, D., Ihlenfeldt, S.: DMME: data mining methodology for engineering applications – a holistic extension to the CRISP-DM model. Procedia CIRP 79, 403–408 (2019)CrossRef
18.
go back to reference Shentu, J., Zheng, M.: Mechanism design of data management system for nuclear power. Ann. Nucl. Energy 129, 21–29 (2019) Shentu, J., Zheng, M.: Mechanism design of data management system for nuclear power. Ann. Nucl. Energy 129, 21–29 (2019)
19.
go back to reference Tan, J.S.K., Ang, A.K., Lu, L., Gan, S.W.Q., Corral, M.G.: Quality analytics in a big data supply chain: commodity data analytics for quality engineering. In: Proceeding of the TENCON 2016 – 2016 IEEE Region 10 Conference, Singapore, pp. 3455–3463 (2016) Tan, J.S.K., Ang, A.K., Lu, L., Gan, S.W.Q., Corral, M.G.: Quality analytics in a big data supply chain: commodity data analytics for quality engineering. In: Proceeding of the TENCON 2016 – 2016 IEEE Region 10 Conference, Singapore, pp. 3455–3463 (2016)
20.
go back to reference Ramírez-Gallego, S., Krawczyk, B., García, S., Woźniak, M., Herrera, F.: A survey on data preprocessing for data stream mining: current status and future directions. Neurocomputing 239, 39–57 (2017)CrossRef Ramírez-Gallego, S., Krawczyk, B., García, S., Woźniak, M., Herrera, F.: A survey on data preprocessing for data stream mining: current status and future directions. Neurocomputing 239, 39–57 (2017)CrossRef
22.
go back to reference Lin, H.-T., Chi, N.-W., Hsieh, S.-H.: A concept-based information retrieval approach for engineering domain-specific technical documents. Adv. Eng. Inform. 26(2), 349–360 (2012) Lin, H.-T., Chi, N.-W., Hsieh, S.-H.: A concept-based information retrieval approach for engineering domain-specific technical documents. Adv. Eng. Inform. 26(2), 349–360 (2012)
24.
go back to reference Alkhalil, A., Ramadan, R.A.: IoT data provenance implementation challenges. Procedia Comput. Sci. 109, 1134–1139 (2017)CrossRef Alkhalil, A., Ramadan, R.A.: IoT data provenance implementation challenges. Procedia Comput. Sci. 109, 1134–1139 (2017)CrossRef
26.
go back to reference Jun, H.-B., Kiritsis, D., Xirouchakis, P.: Closed-loop PLM. In: Taisch, M., Thoben, K.-D., Montorio, M. (eds.) Advanced Manufacturing. An ICT and Systems Perspective, pp. 79–87. CRC Press, Boca Raton (2007) Jun, H.-B., Kiritsis, D., Xirouchakis, P.: Closed-loop PLM. In: Taisch, M., Thoben, K.-D., Montorio, M. (eds.) Advanced Manufacturing. An ICT and Systems Perspective, pp. 79–87. CRC Press, Boca Raton (2007)
27.
go back to reference Lünnemann, P., Stark, R., Wang, W.M., Manteca, P.I.: Engineering activities — considering value creation from a holistic perspective. In: 2017 International Conference on Engineering (ICE/ITMC), pp. 315–323 (2017) Lünnemann, P., Stark, R., Wang, W.M., Manteca, P.I.: Engineering activities — considering value creation from a holistic perspective. In: 2017 International Conference on Engineering (ICE/ITMC), pp. 315–323 (2017)
28.
go back to reference Eigner, M., Gilz, T., Zafirov, R.: Interdisziplinäre produktentwicklung - modellbasiertes systems engineering. PLMportal, München (2012) Eigner, M., Gilz, T., Zafirov, R.: Interdisziplinäre produktentwicklung - modellbasiertes systems engineering. PLMportal, München (2012)
29.
go back to reference Akmal, S., Shih, L.-H., Batres, R.: Ontology-based similarity for product information retrieval. Comput. Ind. 65, 91–107 (2014)CrossRef Akmal, S., Shih, L.-H., Batres, R.: Ontology-based similarity for product information retrieval. Comput. Ind. 65, 91–107 (2014)CrossRef
31.
go back to reference Stark, R., Wang, W.M., Pförtner, A., Hayka, H.: Einsatz von ontologien zur vernetzung von wissensdomänen in der nachhaltigen produktentstehung am beispiel des sonderforschungsbereiches 1026 – sustainable manufacturing (2014) Stark, R., Wang, W.M., Pförtner, A., Hayka, H.: Einsatz von ontologien zur vernetzung von wissensdomänen in der nachhaltigen produktentstehung am beispiel des sonderforschungsbereiches 1026 – sustainable manufacturing (2014)
32.
go back to reference Kimball, R., Ross, M.: The Data Warehouse Toolkit. The Definitive Guide to Dimensional Modeling. Wiley, Indianapolis (2013) Kimball, R., Ross, M.: The Data Warehouse Toolkit. The Definitive Guide to Dimensional Modeling. Wiley, Indianapolis (2013)
33.
go back to reference Wang, W.M., Lünnemann, P., Preidel, M., Stark, R.: Wissen in Produktentwicklungsprozessen – Ein Aktivitäten-basierter Analyseansatz. In: Brökel, K., Grote, K.-H., Stelzer, R., Rieg, F., Feldhusen, J., Müller, N., Köhler, P. (eds.) 15. gemeinsames kolloquium konstruktionstechnik. interdisziplinäre produktentwicklung, Universität Duisburg-Essen, Essen, pp. 183–192 (2017) Wang, W.M., Lünnemann, P., Preidel, M., Stark, R.: Wissen in Produktentwicklungsprozessen – Ein Aktivitäten-basierter Analyseansatz. In: Brökel, K., Grote, K.-H., Stelzer, R., Rieg, F., Feldhusen, J., Müller, N., Köhler, P. (eds.) 15. gemeinsames kolloquium konstruktionstechnik. interdisziplinäre produktentwicklung, Universität Duisburg-Essen, Essen, pp. 183–192 (2017)
34.
go back to reference Klein, P., van der Vegte, W.F., Hribernik, K., Klaus-Dieter, T.: Towards an approach integrating various levels of data analytics to exploit product-usage information in product development. In: Proceedings of the Design Society: International Conference on Engineering Design, vol. 1, pp. 2627–2636 (2019) Klein, P., van der Vegte, W.F., Hribernik, K., Klaus-Dieter, T.: Towards an approach integrating various levels of data analytics to exploit product-usage information in product development. In: Proceedings of the Design Society: International Conference on Engineering Design, vol. 1, pp. 2627–2636 (2019)
Metadata
Title
Towards a Reference Model for Knowledge Driven Data Provision Processes
Authors
Wei Min Wang
Maurice Preidel
Bernd Fachbach
Rainer Stark
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-62412-5_10

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