Skip to main content

Semantic Web Solutions in the Automotive Industry

  • Chapter
  • First Online:
Semantic Web Technologies for Intelligent Engineering Applications
  • 1285 Accesses

Abstract

This chapter describes how we employed ontologies to solve and optimize different design tasks at an automotive company. We first introduce five core engineering ontologies that provides the formal grounding for the described use cases. We used these ontology to represent engineering systems , and to perform change propagation and consistency checking of the design models. The first use case presents an approach that helps engineers derive an optimized design starting from a system specification, whose parameters are refined in iterative design steps. This use case will demonstrate how we represented requirements and their iterative refinements using ontologies, and how we used a constraint solver in conjunction with an ontology to derive an optimized design with respect to different criteria. The second use case comes from the collaborative development process of an automatic gearbox , in which distributed engineering teams developed different models (i.e., geometric and functional) of the same product in a parallel way. We used ontologies to represent the different models of the same engineering product, and used formal mappings to define the correspondences between the different models. We could then use reasoning to check the consistency of the two models with each other, and to propagate changes from one model to the other.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

eBook
USD 16.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 159.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • Alani, L.I.: Template-basierte Erfassung von Produktanforderungen in einem CAD system. Ph.D. thesis, Technical University of Berlin, Germany (2007). http://goo.gl/pV4pSI

  • Biffl, S., Kovalenko, O., Lüder, A., Schmidt, N., Rosendahl, R.: Semantic mapping support in automationml. In: Proceedings of the 2014 IEEE Emerging Technology and Factory Automation, ETFA 2014, pp. 1–4. Barcelona, Spain, 16–19 Sept 2014. doi:10.1109/ETFA.2014.7005276

  • Borst, P.: Construction of engineering ontologies for knowledge sharing and reuse. Ph.D. thesis, Universiteit Twente, Sept 1997

    Google Scholar 

  • Breuker, J., van de Velde, W. (eds.): Common KADS Library for Expertise Modelling. Reusable Problem Solving Components. Frontiers in Artificial Intelligence and Applications, vol. 21. IOS Press, Amsterdam, Oct 1994

    Google Scholar 

  • Chaudhri, V.K., Farquhar, A., Fikes, R.E., Karp, P.D., Rice, J.P.: Open Knowledge Base Connectivity 2.0.3, 9th Apr 1998

    Google Scholar 

  • Chen, W., Kifer, M., Warren, D.S.: HILOG: a foundation for higher-order logic programming. J. Logic Program. 15(3), 187–230 (1993). http://citeseer.ist.psu.edu/chen89hilog.html

    Google Scholar 

  • Dahchour, M., Pirotte, A.: The semantics of reifying N-ary relationships as classes. In: ICEIS, pp. 580–586 (2002)

    Google Scholar 

  • Falkenhainer, B., Forbus, K.D.: Compositional modeling: finding the right model for the job. Artif. Intell. 51(1–3), 95–143, Oct 1991. http://citeseer.ist.psu.edu/falkenhainer91compositional.html

    Google Scholar 

  • Gómez-Pérez, A., Fernández-López, M., Corcho, O.: Ontological Engineering. Advanced Information and Knowledge Processing, 1st edn. Springer (2004)

    Google Scholar 

  • Grabowski, H., Rude, S., Gebauer, M., Rzehorz, C.: Modelling of requirements: The key for cooperative product development. In: Flexible Automation and Intelligent Manufacturing 1996, (Proceedings of the 6th International FAIM Conference May 13–15, 1996 Atlanta, Georgia USA), pp. 382–389, (1996)

    Google Scholar 

  • Gruber, T.R.: Towards principles for the design of ontologies used for knowledge sharing. In: Guarino, N., Poli, R. (eds.) Formal Ontology in Conceptual Analysis and Knowledge Representation. Kluwer Academic Publishers, Deventer (1993). http://citeseer.ist.psu.edu/gruber93toward.html

  • Gruber, T.R., Olsen, G.R.: An ontology for engineering mathematics. In: Doyle, J., Sandewall, E.J., Torasso, P. (eds.) Proceedings of the Fourth International Conference on Principles of Knowledge Representation (KR’94), pp. 258–269. Morgan Kaufmann Publishers (1994)

    Google Scholar 

  • ISO/IEC 15288. ISO/IEC 15288:2002 Systems engineering—System life cycle processes. International Organization for Standardization (ISO)/International Electrotechnical Commission (IEC) (2002)

    Google Scholar 

  • Karsai, G., Láng, A., Neema, S.K.: Tool integration patterns. In: Proceedings of the Workshop on Tool Integration in System Development (TIS 2003) at ESEC/FSE 2003, pp. 33–38. Helsinki, Finland, Sept 2003

    Google Scholar 

  • Kim, H.M., Fox, M.S., Gruninger, M.: An ontology for quality management—enabling quality problem identification and tracing. BT Technol. J. 17(4), 131–140 (1999)

    Article  Google Scholar 

  • Kovalenko, O., Debruyne, C., Serral, E., Biffl, S.: Evaluation of technologies for mapping representation in ontologies. In: On the Move to Meaningful Internet Systems: OTM 2013 Conferences—Proceedings of the Confederated International Conferences: CoopIS, DOA-Trusted Cloud, and ODBASE 2013, pp. 564–571. Graz, Austria, Sept 9–13, 2013. doi:10.1007/978-3-642-41030-7_41

    Google Scholar 

  • Lin, J., Fox, M.S., Bilgic, T.: A requirement ontology for engineering design. Concurr. Eng.: Res. Appl. 4(4), 279–291 (1996)

    Google Scholar 

  • Madhavan, J., Bernstein, P.A., Domingos, P., Halevy, A.Y.: Representing and reasoning about mappings between domain models. In: Dechter, R., Kearns, M.J., Sutton, R.S. (eds.) Eighteenth National Conference on Artificial Intelligence, pp. 80–86, July 2002

    Google Scholar 

  • Maedche, A., Motik, B., Silva, N., Volz, R.: MAFRA—a mapping framework for distributed ontologies. In: Gómez-Pérez, A., Benjamins, V.R. (eds.) Knowledge Engineering and Knowledge Management. Ontologies and the Semantic Web, Proceedings of 13th International Conference, EKAW 2002, Siguenza, Spain, October 1–4, 2002, Lecture Notes in Computer Science, vol. 2473, pp. 235–250. Springer (2002)

    Google Scholar 

  • Mauss, J., Seelisch, F., Tatar, M.M.: A relational constraint solver for model-based engineering. In: CP, pp. 696–701 (2002)

    Google Scholar 

  • Modelica Specification. Modelica—A Unified Object-Oriented Language for Physical Systems Modeling. Language Specification. Modelica Association, February 2005. http://www.modelica.org/documents/ModelicaSpec22.pdf

  • Moser, T., Mordinyi, R., Winkler, D., Melik-Merkumians, M., Biffl, S.: Efficient automation systems engineering process support based on semantic integration of engineering knowledge. In: IEEE 16th Conference on Emerging Technologies & Factory Automation, ETFA 2011, pp. 1–8. Toulouse, France, 5–9 Sept 2011. doi:10.1109/ETFA.2011.6059098

  • Motik, B., Rosati, R.: A faithful integration of description logics with logic programming. IJCAI 7, 477–482 (2007)

    Google Scholar 

  • Motik, B., Horrocks, I., Sattler, U.: Bridging the gap between OWL and relational databases. Web Semant.: Sci. Serv. Agents World Wide Web 7(2), 74–89 (2009)

    Article  Google Scholar 

  • Motta, E.: Reusable components for knowledge models. Ph.D. thesis, Knowledge Media Institute, The Open University, Milton Keynes, UK (1998)

    Google Scholar 

  • Motta, E., Fensel, D., Gaspari, M., Benjamins, V.R.: Specifications of knowledge components for reuse. In: 11th International Conference on Software Engineering and Knowledge Engineering (SEKE ’99), June 1999

    Google Scholar 

  • Noy, N., Rector, A.: Defining N-ary relations on the semantic web. In: W3C Working Group Note, World Wide Web Consortium (W3C). http://www.w3.org/TR/swbp-n-aryRelations/ (2006). Accessed Apr 2006

  • Noy, N.F., Fergerson, R.W., Musen, M.A.: The knowledge model of Protégé-2000: Combining interoperability and flexibility. In: Dieng, R., Corby, O. (eds.) Knowledge Acquisition, Modeling and Management, Proceedings of 12th International Conference, EKAW 2000, Juan-les-Pins, France, October 2–6, 2000, Lecture Notes in Computer Science, vol. 1937, pp. 17–32. Springer (2000). http://citeseer.ist.psu.edu/noy01knowledge.html

  • UML 2.0.: Unified Modeling Language: Superstructure—Specification v2.0. Object Management Group (OMG), Aug 2005. http://www.omg.org/docs/formal/05-07-04.pdf

  • SysML.: OMG Systems Modeling Language (OMG SysMLâ„¢) Specification. Object Management Group (OMG), May 2006. http://www.sysml.org/docs/specs/OMGSysML-FAS-06-05-04.pdf

  • Pahl, G., Beitz, W.: Engineering Design—A Systematic Approach, 2nd edn. Springer, London (1996). Second Edition

    Google Scholar 

  • Park, J.Y., Gennari, J.H., Musen, M.A.: Mappings for reuse in knowledge-based systems. In: Proceedings of the 11th Workshop on Knowledge Acquisition, Modeling, and Management (KAW ’98). Banff, Canada, Apr 1998

    Google Scholar 

  • Russell, S., Norvig, P.: Artificial Intelligence: A Modern Approach, 2nd edn. Prentice-Hall, Englewood Cliffs, NJ (2003)

    MATH  Google Scholar 

  • Rzehorz, C.: Wissensbasierte Anforderungsentwicklung auf der Basis eines integrierten Produktmodells. Berichte aus dem Institut RPK, vol. 3. Shaker Verlag, June 1998

    Google Scholar 

  • Sirin, E., Smith, M., Wallace, E.: Opening, closing worlds-on integrity constraints. In: OWLED (2008)

    Google Scholar 

  • Sowa, J.F.: Knowledge Representation: Logical, Philosophical, and Computational Foundations. Brooks Cole Publishing Co., Pacific Grove, CA (1999)

    Google Scholar 

  • Stevens, R., Brook, P., Jackson, K., Arnold, S.: Systems Engineering: Coping with Complexity. Prentice Hall PTR, June 1998

    Google Scholar 

  • Top, J.L., Akkermans, H.: Tasks and ontologies in engineering modelling. Int. J. Hum.-Comput. Stud. 41(4), 585–617 (1994)

    Article  Google Scholar 

  • Tudorache, T.: Engineering ontologies (2006a). http://protegewiki.stanford.edu/wiki/Engineering_ontologies

  • Tudorache, T.: Employing ontologies for an improved development process in collaborative engineering. Ph.D. thesis, Technical University of Berlin, Germany (2006b). http://goo.gl/8EeTm2

  • Tudorache, T.: Ontologies in Engineering: Modeling, Consistency and Use Cases. VDM Publishing (2008)

    Google Scholar 

  • VDI 2206. Design methodology for mechatronic systems. Verein Deutscher Ingenieure (VDI), Berlin: VDI-Richtlinie 2206. Beuth Verlag, Berlin (2004)

    Google Scholar 

  • Wache, H.: Semantische Mediation für heterogene Informationsquellen. Dissertationen zur Künstlichen Intelligenz, vol. 261. Akademische Verlagsgesellschaft, Berlin (2003). http://www.cs.vu.nl/~holger/Papers/phd-03.pdf

  • Wache, H., Vögele, T.J., Visser, U., Stuckenschmidt, H., Schuster, G., Neumann, H., Hübner, S.: Ontology-based integration of information—a survey of existing approaches. In: Gómez-Pérez, A., Gruninger, M., Stuckenschmidt, H., Uschold, M. (eds.) Proceedings of the IJCAI-01 Workshop on Ontologies and Information Sharing, pp. 108–117. Seattle, USA (2001)

    Google Scholar 

  • Wielinga, B.J., Akkermans, H., Schreiber, G.: A formal analysis of parametric design. In: Gaines, B.R., Musen, M.A. (eds.) Proceedings of the 9th Banff Knowledge Acquisition for Knowledge-Based Systems Workshop. Alberta, Canada (1995)

    Google Scholar 

  • World Wide Web Consortium.: OWL 2 Web Ontology Language, December 2012. http://www.w3.org/TR/owl2-syntax/ (2015). Accessed July 2015

  • World Wide Web Consortium.: Shapes Constraint Language (SHACL), W3C First Public Working Draft 08 October 2015, December 2015. http://www.w3.org/TR/2015/WD-shacl-20151008/ (2015). Accessed Nov 2015

  • Yang, G., Kifer, M., Zhao, C., Chowdhary, V.: Flora-2: User’s Manual, 30th Apr 2005. http://citeseer.ist.psu.edu/yang01flora.html

  • Zimmermann, J.U.: Informational integration of product development software in the automotive industry. Ph.D. thesis, University of Twente (2005)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Tania Tudorache .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer International Publishing Switzerland

About this chapter

Cite this chapter

Tudorache, T., Alani, L. (2016). Semantic Web Solutions in the Automotive Industry. In: Biffl, S., Sabou, M. (eds) Semantic Web Technologies for Intelligent Engineering Applications. Springer, Cham. https://doi.org/10.1007/978-3-319-41490-4_12

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-41490-4_12

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-41488-1

  • Online ISBN: 978-3-319-41490-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics