Skip to main content

On Similarity in Case-Based Reasoning for Structural Health Monitoring

  • Conference paper
Computer Aided Systems Theory - EUROCAST 2009 (EUROCAST 2009)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 5717))

Included in the following conference series:

Abstract

This contribution deals with the importance of similarity in Case-based Reasoning and the application for problems in the field of Structural Health Monitoring. Case-based Reasoning and different methodologies for the retrieval of knowledge stored in a case base are presented. Furthermore, different approaches for object representation and applicable similarity measures including indexing techniques to reduce the number of required distance-calculations are introduced, particularly the M-tree approach. Finally, a prototype for a Case-based Decision Support System for Structural Health Monitoring is described.

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight 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

  1. Aamodt, A., Plaza, E.: Case-Based Reasoning: Foundational Issues, Methodological Variation and System Approaches. In: AI Communications, pp. 39–59. IOS Press, Amsterdam (1994)

    Google Scholar 

  2. Armengol, E., Plaza, E.: Similarity Assessment for Relational CBR. In: Aha, D.W., Watson, I. (eds.) ICCBR 2001. LNCS (LNAI), vol. 2080, pp. 44–58. Springer, Heidelberg (2001)

    Chapter  Google Scholar 

  3. Beierle, C., Kern-Isberner, G.: Methoden wissensbasierter Systeme: Grundlagen, Algorithmen, Anwendungen, vol. 2. Auflage. Vieweg, Wiesbaden (2003)

    Google Scholar 

  4. Bergmann, R., Stahl, A.: Similarity Measures for Object-Oriented Case Representations. In: Smyth, B., Cunningham, P. (eds.) EWCBR 1998. LNCS (LNAI), vol. 1488, pp. 25–36. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  5. Bridge, D.G.: Defining and Combining Symmetric and Asymmetric Similarity Measures. In: Smyth, B., Cunningham, P. (eds.) EWCBR 1998. LNCS (LNAI), vol. 1488, pp. 52–63. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  6. Ciaccia, P., Patella, M.: Searching in Metric Spaces with User-Defined and Approximate Distances. ACM Transactions on Database Systems 27(4), 398–437 (2002)

    Article  Google Scholar 

  7. Ciaccia, P., Patella, M., Zezula, P.: M-tree: An Efficient Access Method for Similarity Search in Metric Spaces. In: Proceedings of 23rd VLDB Conference, pp. 426–435 (1997)

    Google Scholar 

  8. European Communities, SAFE PIPES, Safety Assessment and Lifetime Management of Industrial Piping Systems, http://cordis.europa.eu/fetch?CALLER=FP6_PROJ&ACTION=D&DOC=1&CAT=PROJ&QUERY=1206532260841&RCN=75379

  9. Falkman, G.: Similarity Measures for Structured Representations: A Definitional Approach. In: Blanzieri, E., Portinale, L. (eds.) EWCBR 2000. LNCS (LNAI), vol. 1898, pp. 380–392. Springer, Heidelberg (2000)

    Chapter  Google Scholar 

  10. Finnie, G., Sun, Z.: Similarity and Metrics in Case-Based Reasoning. International Journal of Intelligent Systems 17, 273–287 (2002)

    Article  MATH  Google Scholar 

  11. Freudenthaler, B.: Case-based Reasoning (CBR): Grundlagen und ausgewählte Anwendungsgebiete des fallbasierten Schließens. VDM Verlag Dr. Müller, Saarbrücken (2008)

    Google Scholar 

  12. Freudenthaler, B., Gutenbrunner, G., Stumptner, R., Küng, J.: Case-based Decision Support for Bridge Monitoring. In: Proceedings of the Third International Multi-Conference on Computing in the Global Information Technology, ICCGI 2008 (2008)

    Google Scholar 

  13. Freudenthaler, B., Stumptner, R., Forstner, E., Küng, J.: Case-based Reasoning for Structural Health Monitoring. In: Uhl, T., Ostachowicz, W., Holnicki-Szulc, J. (eds.) Proceedings of the Fourth European Workshop on Structural Health Monitoring. DEStech Publications, Lancaster (2008)

    Google Scholar 

  14. Gierl, L., Bull, M., Schmidt, R.: CBR in Medicine. In: Lenz, M., Bartsch-Spörl, B., Burkhard, H.D., Wess, S. (eds.) Case-Based Reasoning Technology: From Foundations to Applications. LNCS (LNAI), vol. 1400, pp. 273–297. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  15. Heit, E.: Features of similarity and category-based induction. In: Proceedings of the Interdisciplinary Workshop on Similarity and Categorisation, pp. 115–121 (1997)

    Google Scholar 

  16. Lenz, M., Hübner, A., Kunze, M.: Textual CBR. In: Lenz, M., Bartsch-Spörl, B., Burkhard, H.D., Wess, S. (eds.) Case-Based Reasoning Technology: From Foundations to Applications, pp. 115–137. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  17. Montani, S., Portinale, L.: Case Based Representation and Retrieval with Time Dependent Features. In: Muñoz-Ávila, H., Ricci, F. (eds.) ICCBR 2005. LNCS (LNAI), vol. 3620, pp. 353–367. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  18. Montazemi, A.R., Gupta, K.M.: A framework for retrieval in case-based reasoning systems. Annals of Operations Research 72, 51–73 (1997)

    Article  MATH  Google Scholar 

  19. Perner, P.: Are case-based reasoning and dissimilarity-based classification two sides of the same coin? In: Engineering Applications of Artificial Intelligence, vol. 15, pp. 193–203 (2002)

    Google Scholar 

  20. Puppe, F., Gappa, U., Poeck, K., Bamberger, S.: Wissensbasierte Diagnose- und Informationssysteme: Mit Anwendungen des Expertensystem-Shell-Baukastens D3. Springer, Heidelberg (1996)

    Book  MATH  Google Scholar 

  21. Spertus, E., Sahami, M., Buyukkokten, O.: Evaluating Similarity Measures: A Large-Scale Study in the Orkut Social Network. In: KDD 2005: The Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (2005)

    Google Scholar 

  22. Stolpmann, M., Wess, S.: Optimierung der Kundenbeziehung mit CBR-Systemen: Intelligente Systeme für E-Commerce und Support, 1. Auflage. Addison-Wesley, Bonn (1999)

    Google Scholar 

  23. Tasan, M., Ozsoyoglu, Z.M.: Improvements in Distance-Based Indexing. In: Proceedings of the 16th International Conference on Scientific and Statistical Database Management – SSDBM 2004, pp. 161–170 (2004)

    Google Scholar 

  24. de Tre, G., Matthé, T., KordJamshidi, P., Demoor, M.: On the Use of Case Based Reasoning Techniques in Flexible Querying (invited paper). In: Wagner, R., Revell, N., Pernul, G. (eds.) DEXA 2007. LNCS, vol. 4653, pp. 345–349. Springer, Heidelberg (2007)

    Google Scholar 

  25. Wilke, W., Lenz, M., Wess, S.: Intelligent Sales Support with CBR. In: Lenz, M., Bartsch-Spörl, B., Burkhard, H.D., Wess, S. (eds.) Case-Based Reasoning Technology: From Foundations to Applications, pp. 91–113. Springer, Heidelberg (1998)

    Chapter  Google Scholar 

  26. Zezula, P., Amato, G., Dohnal, V., Batko, M.: Similarity Search: The Metric Space Approach. Springer, New York (2006)

    MATH  Google Scholar 

  27. Zhou, X., Wang, G., Xu Yu, J., Yu, G.: M+-tree: A New Dynamical Multidimensional Index for Metric Spaces. In: Proceedings of the 14th Australasian database conference – ADC 2003, vol. 17, pp. 161–168 (2003)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2009 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Stumptner, R., Freudenthaler, B., Küng, J. (2009). On Similarity in Case-Based Reasoning for Structural Health Monitoring. In: Moreno-Díaz, R., Pichler, F., Quesada-Arencibia, A. (eds) Computer Aided Systems Theory - EUROCAST 2009. EUROCAST 2009. Lecture Notes in Computer Science, vol 5717. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04772-5_31

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-04772-5_31

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-04771-8

  • Online ISBN: 978-3-642-04772-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics