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2019 | OriginalPaper | Buchkapitel

Semantic Assistance System for Providing Smart Services and Reasoning in Aero-Engine Manufacturing

verfasst von : Sonika Gogineni, Konrad Exner, Rainer Stark, Jonas Nickel, Marian Oeler, Heiko Witte

Erschienen in: Metadata and Semantic Research

Verlag: Springer International Publishing

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Abstract

Digitalization has led to creation and management of knowledge using information and communication technology tools (ICT) and systems. Implementing such tools and systems across the lifecycle is a tedious process and not to forget customizing them to the company’s processes is an additional challenge. Hence, data in a company is spread across multiple ICT in heterogeneous data formats and are sparsely connected together. Connecting the various data sources to enable a single point of access of information in a company can improve performance, quality, reduce costs and time to market. The usage of semantic technologies enables meaningful and structured unification of these distributed data sources and therefore, is providing advantages such as reusability, interoperability, and information flow across the entire value chain. Extending these capabilities with smart services and intelligent algorithms, is advantageous for the user. The user will then receive context sensitive information and additional suggestions that increases the speed, quality and efficiency of work. This paper aims at describing the design, developing and validation of an assistance system for semantic product data, in cooperation with Rolls-Royce Deutschland, an aerospace manufacturing industry, using semantic technologies and machine learning.

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Literatur
1.
Zurück zum Zitat Manuel, H., Falk, U., Walter, B.: Challenges in product lifecycle management. In: Australasian Conference on Information Systems (2016) Manuel, H., Falk, U., Walter, B.: Challenges in product lifecycle management. In: Australasian Conference on Information Systems (2016)
2.
Zurück zum Zitat Lee, J., Chae, H., Kim, C.-H., Kim, K.: Design of product ontology architecture for collaborative enterprises. Expert Syst. Appl. 36(2), 2300–2309 (2009)CrossRef Lee, J., Chae, H., Kim, C.-H., Kim, K.: Design of product ontology architecture for collaborative enterprises. Expert Syst. Appl. 36(2), 2300–2309 (2009)CrossRef
3.
Zurück zum Zitat Otte, J.N., et al.: An ontological approach to representing the product life cycle. AO 14(2), 179–197 (2019)CrossRef Otte, J.N., et al.: An ontological approach to representing the product life cycle. AO 14(2), 179–197 (2019)CrossRef
5.
Zurück zum Zitat Kiritsis, D., Bufardi, A., Xirouchakis, P.: Research issues on product lifecycle management and information tracking using smart embedded systems. Adv. Eng. Inform. 17(3–4), 189–202 (2003)CrossRef Kiritsis, D., Bufardi, A., Xirouchakis, P.: Research issues on product lifecycle management and information tracking using smart embedded systems. Adv. Eng. Inform. 17(3–4), 189–202 (2003)CrossRef
6.
Zurück zum Zitat Franke, M., Klein, P., Schröder, L., Thoben, K.-D.: Ontological semantics of standards and PLM repositories in the product development phase. In: Proceedings of the 20th CIRP Design Conference, pp. 473–483 (2010)CrossRef Franke, M., Klein, P., Schröder, L., Thoben, K.-D.: Ontological semantics of standards and PLM repositories in the product development phase. In: Proceedings of the 20th CIRP Design Conference, pp. 473–483 (2010)CrossRef
7.
Zurück zum Zitat Agarwal, S., Haase, P.: Process-based integration of heterogeneous information sources. In: GI Jahrestagung (2004) Agarwal, S., Haase, P.: Process-based integration of heterogeneous information sources. In: GI Jahrestagung (2004)
8.
Zurück zum Zitat Graube, M., Pfeffer, J., Ziegler, J., Urbas, L.: Linked data as integrating technology for industrial data. In: 14th International Conference on Network-Based Information Systems, Tirana, Albania, pp. 162–167 (2011) Graube, M., Pfeffer, J., Ziegler, J., Urbas, L.: Linked data as integrating technology for industrial data. In: 14th International Conference on Network-Based Information Systems, Tirana, Albania, pp. 162–167 (2011)
9.
Zurück zum Zitat Ferrara, A., Nikolov, A., Scharffe, F.: Data linking for the semantic web. Int. J. Semant. Web Inf. Syst. 7(3), 46–76 (2011)CrossRef Ferrara, A., Nikolov, A., Scharffe, F.: Data linking for the semantic web. Int. J. Semant. Web Inf. Syst. 7(3), 46–76 (2011)CrossRef
11.
Zurück zum Zitat Miah, S.J., Gammack, J., Kerr, D.: Ontology development for context-sensitive decision support. In: Third International Conference on Semantics, Knowledge and Grid (SKG 2007), Xi’an, Shan Xi, China, pp. 475–478, October 2007 Miah, S.J., Gammack, J., Kerr, D.: Ontology development for context-sensitive decision support. In: Third International Conference on Semantics, Knowledge and Grid (SKG 2007), Xi’an, Shan Xi, China, pp. 475–478, October 2007
14.
Zurück zum Zitat Li, S.-T., Hsieh, H.-C., Sun, I.-W.: An ontology-based knowledge management system for the metal industry. In: WWW (2003) Li, S.-T., Hsieh, H.-C., Sun, I.-W.: An ontology-based knowledge management system for the metal industry. In: WWW (2003)
15.
Zurück zum Zitat Cheng, H., et al.: Manufacturing ontology development based on Industry 4.0 demonstration production line. In: 2016 Third International Conference on Trustworthy Systems and their Applications (TSA), Wuhan, China, pp. 42–47 (2016) Cheng, H., et al.: Manufacturing ontology development based on Industry 4.0 demonstration production line. In: 2016 Third International Conference on Trustworthy Systems and their Applications (TSA), Wuhan, China, pp. 42–47 (2016)
16.
Zurück zum Zitat Ahonen, E.Q., Watson, D.P., Adams, E.L., McGuire, A.: Alpha test results for a housing first eLearning strategy: the value of multiple qualitative methods for intervention design. In: Pilot and Feasibility Studies, vol. 3, p. 46 (2017) Ahonen, E.Q., Watson, D.P., Adams, E.L., McGuire, A.: Alpha test results for a housing first eLearning strategy: the value of multiple qualitative methods for intervention design. In: Pilot and Feasibility Studies, vol. 3, p. 46 (2017)
19.
Zurück zum Zitat Eine, B., Jurisch, M., Quint, W.: Ontology-based big data management. Systems 5(3), 45 (2017)CrossRef Eine, B., Jurisch, M., Quint, W.: Ontology-based big data management. Systems 5(3), 45 (2017)CrossRef
20.
Zurück zum Zitat Holanda, O., Isotani, S., Bittencourt, I.I., Elias, E., Tenório, T.: JOINT: Java ontology integrated toolkit. Expert Syst. Appl. 40(16), 6469–6477 (2013)CrossRef Holanda, O., Isotani, S., Bittencourt, I.I., Elias, E., Tenório, T.: JOINT: Java ontology integrated toolkit. Expert Syst. Appl. 40(16), 6469–6477 (2013)CrossRef
21.
Zurück zum Zitat Hoppe, T., et al.: Corporate semantic web – applications, technology, methodology. Inform. Spektrum 39(1), 57–63 (2016)CrossRef Hoppe, T., et al.: Corporate semantic web – applications, technology, methodology. Inform. Spektrum 39(1), 57–63 (2016)CrossRef
22.
Zurück zum Zitat Peffers, K., Tuunanen, T., Rothenberger, M.A., Chatterjee, S.: A design science research methodology for information systems research. J. Manag. Inf. Syst. 24(3), 45–77 (2007)CrossRef Peffers, K., Tuunanen, T., Rothenberger, M.A., Chatterjee, S.: A design science research methodology for information systems research. J. Manag. Inf. Syst. 24(3), 45–77 (2007)CrossRef
23.
Zurück zum Zitat Hee, K.: Object-oriented modeling, simulation and automatic generation of PLC ladder logic. In: Affonso, L. (ed.) Programmable Logic Controller. InTech (2010) Hee, K.: Object-oriented modeling, simulation and automatic generation of PLC ladder logic. In: Affonso, L. (ed.) Programmable Logic Controller. InTech (2010)
24.
Zurück zum Zitat Lindow, K., Riedelsheimer, T., Lünnemann, P., Stark, R.: Betrachtung des Entwicklungsumfeldes durch die methodische Datenflussanalyse. ProduktDaten J. 2, 52–56 (2017) Lindow, K., Riedelsheimer, T., Lünnemann, P., Stark, R.: Betrachtung des Entwicklungsumfeldes durch die methodische Datenflussanalyse. ProduktDaten J. 2, 52–56 (2017)
25.
Zurück zum Zitat Thangaraj, M., Sujatha, G.: An architectural design for effective information retrieval in semantic web. Expert Syst. Appl. 41(18), 8225–8233 (2014)CrossRef Thangaraj, M., Sujatha, G.: An architectural design for effective information retrieval in semantic web. Expert Syst. Appl. 41(18), 8225–8233 (2014)CrossRef
26.
Zurück zum Zitat Guermah, H., Tarik, F., Hafiddi, H., Nassar, M., Kriouile, A.: An ontology oriented architecture for context aware services adaptation. ArXiv abs/1404.3280 (2014) Guermah, H., Tarik, F., Hafiddi, H., Nassar, M., Kriouile, A.: An ontology oriented architecture for context aware services adaptation. ArXiv abs/​1404.​3280 (2014)
29.
Zurück zum Zitat Telnarova, Z.: Relational database as a source of ontology creation. In: Proceedings of the International Multiconference on Computer Science and Information Technology, Wisla, pp. 135–139 (2010) Telnarova, Z.: Relational database as a source of ontology creation. In: Proceedings of the International Multiconference on Computer Science and Information Technology, Wisla, pp. 135–139 (2010)
30.
Zurück zum Zitat Louhdi, M.R.C., Behja, H., El Alaoui, S.O.: Transformation rules for building OWL ontologies from relational databases. In: Computer Science & Information Technology (CS & IT), pp. 271–283 (2013) Louhdi, M.R.C., Behja, H., El Alaoui, S.O.: Transformation rules for building OWL ontologies from relational databases. In: Computer Science & Information Technology (CS & IT), pp. 271–283 (2013)
31.
Zurück zum Zitat Chujai, P., Kerdprasop, N., Kerdprasop, K.: On transforming the ER model to ontology using Protégé OWL tool. IJCTE 6(6), 484–489 (2014)CrossRef Chujai, P., Kerdprasop, N., Kerdprasop, K.: On transforming the ER model to ontology using Protégé OWL tool. IJCTE 6(6), 484–489 (2014)CrossRef
34.
Zurück zum Zitat Oleksiy, K.: Lecture 5: Programming with Semantic Web (RDF4 J and Jena APIs). University of Jyväskylä (2018) Oleksiy, K.: Lecture 5: Programming with Semantic Web (RDF4 J and Jena APIs). University of Jyväskylä (2018)
35.
Zurück zum Zitat Davis, F.D.: Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Q. 13(3), 319 (1989)CrossRef Davis, F.D.: Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Q. 13(3), 319 (1989)CrossRef
Metadaten
Titel
Semantic Assistance System for Providing Smart Services and Reasoning in Aero-Engine Manufacturing
verfasst von
Sonika Gogineni
Konrad Exner
Rainer Stark
Jonas Nickel
Marian Oeler
Heiko Witte
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-36599-8_8

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