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2017 | OriginalPaper | Buchkapitel

Realizing an RDF-Based Information Model for a Manufacturing Company – A Case Study

verfasst von : Niklas Petersen, Lavdim Halilaj, Irlán Grangel-González, Steffen Lohmann, Christoph Lange, Sören Auer

Erschienen in: The Semantic Web – ISWC 2017

Verlag: Springer International Publishing

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Abstract

The digitization of the industry requires information models describing assets and information sources of companies to enable the semantic integration and interoperable exchange of data. We report on a case study in which we realized such an information model for a global manufacturing company using semantic technologies. The information model is centered around machine data and describes all relevant assets, key terms and relations in a structured way, making use of existing as well as newly developed RDF vocabularies. In addition, it comprises numerous RML mappings that link different data sources required for integrated data access and querying via SPARQL. The technical infrastructure and methodology used to develop and maintain the information model is based on a Git repository and utilizes the development environment VoCol as well as the Ontop framework for Ontology Based Data Access. Two use cases demonstrate the benefits and opportunities provided by the information model. We evaluated the approach with stakeholders and report on lessons learned from the case study.

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Literatur
1.
Zurück zum Zitat IEC 62264–1: Enterprise-control system integration part 1: models and terminology. Standard, IEC (2013) IEC 62264–1: Enterprise-control system integration part 1: models and terminology. Standard, IEC (2013)
2.
Zurück zum Zitat Adolphs, P., et al.: Reference Architecture Model Industrie 4.0 (RAMI4.0). Status report, ZVEI and VDI (2015) Adolphs, P., et al.: Reference Architecture Model Industrie 4.0 (RAMI4.0). Status report, ZVEI and VDI (2015)
3.
Zurück zum Zitat Bellatreche, L., Pierra, G.: OntoAPI: an ontology-based data integration approach by an a priori articulation of ontologies. In: DEXA (2007) Bellatreche, L., Pierra, G.: OntoAPI: an ontology-based data integration approach by an a priori articulation of ontologies. In: DEXA (2007)
4.
Zurück zum Zitat Brettel, M., Friederichsen, N., Keller, M., Rosenberg, M.: How virtualization, decentralization and network building change the manufacturing landscape: an industry 4.0 perspective. Int. J. Mech. Aerosp. Ind. Mechatron. Eng. 8(1), 37–44 (2014) Brettel, M., Friederichsen, N., Keller, M., Rosenberg, M.: How virtualization, decentralization and network building change the manufacturing landscape: an industry 4.0 perspective. Int. J. Mech. Aerosp. Ind. Mechatron. Eng. 8(1), 37–44 (2014)
5.
Zurück zum Zitat Calvanese, D., Cogrel, B., Komla-Ebri, S., Kontchakov, R., Lanti, D., Rezk, M., Rodriguez-Muro, M., Xiao, G.: Ontop: answering SPARQL queries over relational databases. Semant. Web 8(3), 471–487 (2017)CrossRef Calvanese, D., Cogrel, B., Komla-Ebri, S., Kontchakov, R., Lanti, D., Rezk, M., Rodriguez-Muro, M., Xiao, G.: Ontop: answering SPARQL queries over relational databases. Semant. Web 8(3), 471–487 (2017)CrossRef
6.
Zurück zum Zitat Golebiowska, J., Dieng-Kuntz, R., Corby, O., Mousseau, D.: Building and exploiting ontologies for an automobile project memory. In: K-CAP (2001) Golebiowska, J., Dieng-Kuntz, R., Corby, O., Mousseau, D.: Building and exploiting ontologies for an automobile project memory. In: K-CAP (2001)
7.
Zurück zum Zitat Grangel-González, I., Halilaj, L., Auer, S., Lohmann, S., Lange, C., Collarana, D.: An RDF-based approach for implementing industry 4.0 components with administration shells. In: ETFA (2016) Grangel-González, I., Halilaj, L., Auer, S., Lohmann, S., Lange, C., Collarana, D.: An RDF-based approach for implementing industry 4.0 components with administration shells. In: ETFA (2016)
9.
Zurück zum Zitat Halilaj, L., Grangel-González, I., Vidal, M., Lohmann, S., Auer, S.: Proactive prevention of false-positive conflicts in distributed ontology development. In: KEOD (2016) Halilaj, L., Grangel-González, I., Vidal, M., Lohmann, S., Auer, S.: Proactive prevention of false-positive conflicts in distributed ontology development. In: KEOD (2016)
10.
Zurück zum Zitat Halilaj, L., Petersen, N., Grangel-González, I., Lange, C., Auer, S., Coskun, G., Lohmann, S.: VoCol: an integrated environment to support version-controlled vocabulary development. In: Blomqvist, E., Ciancarini, P., Poggi, F., Vitali, F. (eds.) EKAW 2016. LNCS (LNAI), vol. 10024, pp. 303–319. Springer, Cham (2016). doi:10.1007/978-3-319-49004-5_20 CrossRef Halilaj, L., Petersen, N., Grangel-González, I., Lange, C., Auer, S., Coskun, G., Lohmann, S.: VoCol: an integrated environment to support version-controlled vocabulary development. In: Blomqvist, E., Ciancarini, P., Poggi, F., Vitali, F. (eds.) EKAW 2016. LNCS (LNAI), vol. 10024, pp. 303–319. Springer, Cham (2016). doi:10.​1007/​978-3-319-49004-5_​20 CrossRef
11.
Zurück zum Zitat Hermann, M., Pentek, T., Otto, B.: Design principles for industrie 4.0 scenarios. In: 49th Hawaii International Conference on System Sciences (HICSS), pp. 3928–3937. IEEE (2016) Hermann, M., Pentek, T., Otto, B.: Design principles for industrie 4.0 scenarios. In: 49th Hawaii International Conference on System Sciences (HICSS), pp. 3928–3937. IEEE (2016)
12.
Zurück zum Zitat Kharlamov, E., Brandt, S., Jimenez-Ruiz, E., Kotidis, Y., Lamparter, S., Mailis, T., Neuenstadt, C., Özçep, Ö., Pinkel, C., Svingos, C., et al.: Ontology-based integration of streaming and static relational data with OPTIQUE. In: SIGMOD (2016) Kharlamov, E., Brandt, S., Jimenez-Ruiz, E., Kotidis, Y., Lamparter, S., Mailis, T., Neuenstadt, C., Özçep, Ö., Pinkel, C., Svingos, C., et al.: Ontology-based integration of streaming and static relational data with OPTIQUE. In: SIGMOD (2016)
13.
Zurück zum Zitat Kharlamov, E.: Capturing industrial information models with ontologies and constraints. In: Groth, P., Simperl, E., Gray, A., Sabou, M., Krötzsch, M., Lecue, F., Flöck, F., Gil, Y. (eds.) ISWC 2016. LNCS, vol. 9982, pp. 325–343. Springer, Cham (2016). doi:10.1007/978-3-319-46547-0_30 CrossRef Kharlamov, E.: Capturing industrial information models with ontologies and constraints. In: Groth, P., Simperl, E., Gray, A., Sabou, M., Krötzsch, M., Lecue, F., Flöck, F., Gil, Y. (eds.) ISWC 2016. LNCS, vol. 9982, pp. 325–343. Springer, Cham (2016). doi:10.​1007/​978-3-319-46547-0_​30 CrossRef
15.
Zurück zum Zitat Kharlamov, E., Mailis, T., Mehdi, G., Neuenstadt, C., Özçep, Ö., Roshchin, M., Solomakhina, N., Soylu, A., Svingos, C., Brandt, S., et al.: Semantic access to streaming and static data at Siemens. Web Semant. (2017, in press) Kharlamov, E., Mailis, T., Mehdi, G., Neuenstadt, C., Özçep, Ö., Roshchin, M., Solomakhina, N., Soylu, A., Svingos, C., Brandt, S., et al.: Semantic access to streaming and static data at Siemens. Web Semant. (2017, in press)
16.
Zurück zum Zitat Kim, M., Wang, S.T., Ostrowski, D., Rychtyckyj, N., Macneille, P.: Technology outlook: federated ontologies and industrial applications. Semant. Comput. 10(1), 101–120 (2016)CrossRef Kim, M., Wang, S.T., Ostrowski, D., Rychtyckyj, N., Macneille, P.: Technology outlook: federated ontologies and industrial applications. Semant. Comput. 10(1), 101–120 (2016)CrossRef
17.
Zurück zum Zitat Ostrowski, D., Rychtyckyj, N., MacNeille, P., Kim, M.: Integration of big data using semantic web technologies. In: ICSC (2016) Ostrowski, D., Rychtyckyj, N., MacNeille, P., Kim, M.: Integration of big data using semantic web technologies. In: ICSC (2016)
18.
Zurück zum Zitat Petersen, N., Galkin, M., Lange, C., Lohmann, S., Auer, S.: Monitoring and automating factories using semantic models. In: Li, Y.-F., Hu, W., Dong, J.S., Antoniou, G., Wang, Z., Sun, J., Liu, Y. (eds.) JIST 2016. LNCS, vol. 10055, pp. 315–330. Springer, Cham (2016). doi:10.1007/978-3-319-50112-3_24 CrossRef Petersen, N., Galkin, M., Lange, C., Lohmann, S., Auer, S.: Monitoring and automating factories using semantic models. In: Li, Y.-F., Hu, W., Dong, J.S., Antoniou, G., Wang, Z., Sun, J., Liu, Y. (eds.) JIST 2016. LNCS, vol. 10055, pp. 315–330. Springer, Cham (2016). doi:10.​1007/​978-3-319-50112-3_​24 CrossRef
19.
Zurück zum Zitat Poggi, A., Lembo, D., Calvanese, D., De Giacomo, G., Lenzerini, M., Rosati, R.: Linking data to ontologies. J. Data Semant. 10, 133–173 (2008)MATH Poggi, A., Lembo, D., Calvanese, D., De Giacomo, G., Lenzerini, M., Rosati, R.: Linking data to ontologies. J. Data Semant. 10, 133–173 (2008)MATH
20.
Zurück zum Zitat Rodríguez-Muro, M., Kontchakov, R., Zakharyaschev, M.: Ontology-based data access: Ontop of databases. In: Alani, H., et al. (eds.) ISWC 2013. LNCS, vol. 8218, pp. 558–573. Springer, Heidelberg (2013). doi:10.1007/978-3-642-41335-3_35 CrossRef Rodríguez-Muro, M., Kontchakov, R., Zakharyaschev, M.: Ontology-based data access: Ontop of databases. In: Alani, H., et al. (eds.) ISWC 2013. LNCS, vol. 8218, pp. 558–573. Springer, Heidelberg (2013). doi:10.​1007/​978-3-642-41335-3_​35 CrossRef
21.
Zurück zum Zitat Rychtyckyj, N., Raman, V., Sankaranarayanan, B., Kumar, P.S., Khemani, D.: Ontology re-engineering: a case study from the automotive industry. In: AAAI (2016) Rychtyckyj, N., Raman, V., Sankaranarayanan, B., Kumar, P.S., Khemani, D.: Ontology re-engineering: a case study from the automotive industry. In: AAAI (2016)
22.
Zurück zum Zitat Uschold, M., Gruninger, M.: Ontologies: principles, methods and applications. Knowl. Eng. Rev. 11(2), 93–155 (1996)CrossRef Uschold, M., Gruninger, M.: Ontologies: principles, methods and applications. Knowl. Eng. Rev. 11(2), 93–155 (1996)CrossRef
23.
Zurück zum Zitat Wache, H., Voegele, T., Visser, T., Stuckenschmidt, H., Schuster, H., Neumann, G., Huebner, S.: Ontology-based integration of information - a survey of existing approaches. In: IJCAI-01 Workshop: Ontologies and Information (2001) Wache, H., Voegele, T., Visser, T., Stuckenschmidt, H., Schuster, H., Neumann, G., Huebner, S.: Ontology-based integration of information - a survey of existing approaches. In: IJCAI-01 Workshop: Ontologies and Information (2001)
Metadaten
Titel
Realizing an RDF-Based Information Model for a Manufacturing Company – A Case Study
verfasst von
Niklas Petersen
Lavdim Halilaj
Irlán Grangel-González
Steffen Lohmann
Christoph Lange
Sören Auer
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-68204-4_31

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