Skip to main content

Evaluating case-based reasoning in a geological domain

  • Conference paper
  • First Online:
Database and Expert Systems Applications (DEXA 1995)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 978))

Included in the following conference series:

Abstract

This paper presents a system for geological interpretation that uses previous cases as well as knowledge elicited from an expert as the main sources of knowledge used to solve new problems. The paper describes the knowledge acquisition methodology applied in the construction of the knowledge base, as well as its final structure. A case-based reasoning method for geological interpretation that relies on the use of a case-based matching algorithm combined with knowledge elicited from an expert is presented and evaluated. When faced with a new problem, the system searches a case library for the most similar previous case. The solution adopted in the previous case is adapted to fit the new case using knowledge graphs elicited from the expert. Conclusions, final results and future directions on this research are presented.

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

Access this chapter

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  • ABEL, M. Knowledge processing in geology: major problems and future trends. In Proceedings of Latin American Conference on Artificial Intelligence in Petroleum Exploration and Production. Rio de Janeiro, Instituto Brasileiro do Petróleo, 1991.

    Google Scholar 

  • ABEL, M. and CASTILHO, J. M. V. de. Hybrid information systems: integrating data and knowledge management. In Proceedings International Conference of the Sociedade Chilena de Ciencia de la Computacion. La Serena, Chile, 1993.

    Google Scholar 

  • BUCHANAN, B. and SHORTLIFFE, E. Rule-based expert systems: the MYCIN experiments. Reading, Addison-Wesley, 1984.

    Google Scholar 

  • FOLK, R. L. Petrology of sedimentary rocks. Austin, Hemphill's Book Store, 1968.

    Google Scholar 

  • KAULA, R. and NGWENYAMA, O. K. An approach to open intelligent information systems. Information Systems, 15(4): 489–496, 1990. Oxford: Pergamon Press.

    Google Scholar 

  • KOLODNER, J. Case-based reasoning. Morgan Kaufman, San Matheo, 1993.

    Google Scholar 

  • LEÃO, B. F. and ROCHA, A. F. Proposed methodology for knowledge acquisition: a study on congenital heart disease diagnosis. Methods of Information in Medicine, 29: 30–40, 1990.

    Google Scholar 

  • LEÃO, B. F and REATEGUI, E. B. A hybrid connectionist expert system to solve classificational problems. In Proceedings of Computers in Cardiology, 1993. London, UK.

    Google Scholar 

  • MILLER, R. A. et al. Internist-I: an experimental computer-based diagnostic consultant for general internal medicine. In REGGIA, J. A. and STANLEY, T. (Eds.). Computer-assisted medical decision making — vol. 2. New York, NY: Springer Verlag, 1986.

    Google Scholar 

  • PORTER, B. W. et al. Concept learning and heuristic classification in weak theory domains. Artificial Intelligence 45, vol. 1–2: 229–263. September, 1990.

    Google Scholar 

  • REATEGUI, E. B. and LEÃO, B. F. Integrating neural networks with the formalism of frames. In Proceedings of the First World Congress on Neural Networks '93. Portland, Oregon 1993.

    Google Scholar 

  • SYCARA, K. Using case-based reasoning for plan adaptation and repair. In Proceedings of the Case-Based Reasoning Workshop '88. Clearwater Beach, Florida, 1988.

    Google Scholar 

  • WRIGHT, G. and AYTON, P. Eliciting and modelling expert knowledge. Decision Support Systems 3: 13–26. Elsevier Science Publishers, North-Holland, 1987.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Norman Revell A Min Tjoa

Rights and permissions

Reprints and permissions

Copyright information

© 1995 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Abel, M., Reategui, E.B., de Castilho, J.M.V., Campbell, J. (1995). Evaluating case-based reasoning in a geological domain. In: Revell, N., Tjoa, A.M. (eds) Database and Expert Systems Applications. DEXA 1995. Lecture Notes in Computer Science, vol 978. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0049134

Download citation

  • DOI: https://doi.org/10.1007/BFb0049134

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-60303-0

  • Online ISBN: 978-3-540-44790-0

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics