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Finding the right model for bridge diagnosis

  • B. Raphael
  • I. Smith
Long Papers
Part of the Lecture Notes in Computer Science book series (LNCS, volume 1454)

Abstract

This paper describes a hybrid reasoning system for complex diagnostic tasks in structural engineering. This project combines results from research into compositional modelling with model reuse for improving the quality of diagnosis through a systematic consideration of feasible models for explaining observations. This leads to more accurate predictions of behaviour and as a result, improved structural management.

Keywords

Diagnosis case-based reasoning model-based reasoning compositional modelling structural monitoring 

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References

  1. [1]
    J. L. Kolodner, “Case-based Reasoning”, Morgan Kaufmann, San Mateo, CA, 1993.Google Scholar
  2. [2]
    M.L.Maher and D.M.Zhang, “CADSYN; A case-based design process model”, AI EDAM, vol. 7(2), pp. 97–110, 1993.Google Scholar
  3. [3]
    P. Salvaneschi, M. Cadei, and M. Lazzari, “Applying A1 to structural safety monitoring and evaluation”, IEEE Expert/Intelligent Systems and Their Applications, 11, No. 4, August, 1996.Google Scholar
  4. [4]
    P.Salvaneschi, M. Cadei and M. Lazzari, “A causal modelling framework for the simulation and explanation of the behaviour of structures”, Artificial Intelligence in Engineering, vol. 11, pp. 205–216, (1997).Google Scholar
  5. [5]
    M. J. Chantler, G. M. Coghill, Q. Shen, R. R. Leitch, “Selecting tools and techniques for model-based diagnosis”, Artificial Intelligence in Engineering, vol. 12, pp. 81–98, 1998.Google Scholar
  6. [6]
    B. Falkenhainer, K. D. Forbus, “Compositional modelling: Finding the right model for the job”, Artificial Intelligence, vol. 51, pp. 95–143, 1991.Google Scholar
  7. [7]
    M. Someren, J. Surma, and P. Torasso, “A utility-based approach to learning in a mixed case-based and model-based architecture”, Proceedings, Second International Conference on Case-Based Reasoning (ICCBR-97), Rhode Island, July 25–27, pp. 477–489, 1997.Google Scholar
  8. [8]
    D. J. Macchion, D. Phuoc Vo, “A hybrid knowledge-based system for technical diagnosis learning and assistance”, EWCBR-93, p.301, 1993.Google Scholar
  9. [9]
    D. Inaudi, Fibre optic sensor network for the monitoring of civil engineering structures, EPFL Thesis, 1997.Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 1998

Authors and Affiliations

  • B. Raphael
    • 1
  • I. Smith
    • 1
  1. 1.Institute of Structural Engineering and Mechanics (ISS-IMAC)EPFL-Federal Institute of TechnologyLausanneSwitzerland

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