The Journal of Information Systems (한국정보시스템학회지:정보시스템연구)

Korea Association of Information Systems (한국정보시스템학회)
권호 표지

An Ontology in OWL for Case based Reasoning to support the Decision Process in SCM

SCM 결정과정을 지원하기 위한 물류 온토로지 디자인

  • Ok, Seok-Jae (Division of Business Administration, Pusan National University) ;
  • Lian, Peng (Division of Business Administration, Pusan National University)
  • Published : 2009.09.01
Download PDF
⟨ Previous Next ⟩

Abstract

물류 프로세스내의 상황결정은 전문적인 물류지원 연구의 중요한 목표이다. CBR(Case Based Reasoning)는 기존의 사건이나 경험으로 현재 발생한 문제의 해결책을 발견하기 위한 기술이다. CBR의 주요 역할은 현재 사건에 있는 문제의 상태를 인식하며 이 사건과 유사한 기존 사건 중의 하나를 통하여 현재 사건의 해결책을 추론함으로써 기존 시스템을 업데이트하는 것이다. 이러한 과정에서 가장 중요한 이슈는 유용한 사례베이스를 구축하는 것이다. 온토로지를 이용하여 상황을 모델화하면, 여러 개체들이 협업하에서 상황에 대한 인식을 공유할 수 있게 된다. 본 논문에서는 CBR 사례베이스 구축을 위한 참조로서 물류 온토로지를 디자인하였다.

Keywords

References

  1. Supply Chain and Logistics Terms and Glossary, Updated October 2006, Definitions compiled by: Supply Chain Vision, Bellevue, Washington, www.scvisions.com.
  2. Frank, A. U., Operation Based Semantics - A process oriented ontology, Tutorial notes for the ISCI Summer School in Bad Zwischenahn, Sept 2003.
  3. Riesbeck, C. K. and Schank, R.C., Inside Case Based Reasoning, Lawrence Erlbaum Associates, Hillsdale, NJ, 1989.
  4. Attiya, H., and Welch, J. Distributed Computing, McGraw Hill, 1998.
  5. Barwise, J., and Perry, J., Situations and Attitudes, CSLI Publications, California, 1999.
  6. Aalst, W. M. P., "Business Process Redesign: A Petri net based Approach," Computing in Industry, Vol..25, No.1, pp.36-45.
  7. Bechhofer, S., Harmelen, F., Hendler, J., Horrocks, I., and McGuinness, D., "OWL Web Ontology Langurge Reference". W3C Recommendation 2004
  8. Bouquet, P. and Srafini, L., "Comparing Formal Theories of Context in AI," Artificial Intelligence, Vol. 155, No.1, 2004, pp.41-67. https://doi.org/10.1016/j.artint.2003.11.001
  9. Cheng, Z and Huang, T., "A Situation-aware Support Model and its implementation", FCST 2006, pp. 172-177.
  10. Deerwester, S., Dumais, S. T., Furnas, G. W., Landauer, T., and Harshman, R., "Indexing by latent semantic analysis," Journal of the American Society for Information Science, Vol. 41, No. 6, 1990, pp. 391-407. https://doi.org/10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO;2-9
  11. Kim, H. K., "A Study on Designing the XBC(XML Based Catalog)," The Journal of Information Systems, Vol. 13, No. 1, 2004, pp. 161-177.
  12. Kobryn, C., "UML 2001: A Standardization Odyssey," CACM, Vol. 42, No. 10, 1999, pp. 29-37.
  13. Kim, T. W., Yang, S. M., and Seo, D. H., "Multiagent Enabled Modeling and Implementation of SCM," The Journal of Information Systmes, Vol. 12, No.2, 2003, pp. 57-72.
  14. Lagoze, C. and Hunter, J., "The ABC Ontology and Model," Proceeding of the International Conference on Dublin Core and Metadata Application, 2001, pp. 160-176.
  15. Liang, T. P., Chandler, J. S., Han, I., "Integrating statistical and inductive learning methods for knowledge acquisition," Expert Systems with Applications Vol. 1, 1990, pp. 391-401. https://doi.org/10.1016/0957-4174(90)90048-Y
  16. Matheus, C. J., Kokar, M. M, and Baclawski, K., "A Core Ontology for Situation Awareness", Proceedings 6th International Conference on Information Fusion, 2003, pp. 545 - 552.
  17. Niles, I. and Pease, A., "Towards a Standard Upper Ontology", Proceedings of the International Conference of Formal Ontology in Information System, 2001, pp. 2-9.
  18. Quinlan, J. R., "Induction of decision trees." Machine Learning Vol. 1, 1986, pp. 81-106.
  19. Roh, T. H, Yoo, M. H. and Han, I. G., "Integrating rough set theory and case-based reasoning for the corporate credit evaluation," The Journal of Information Systems, Vol. 14, No. 1, 2005, pp. 41-65.
  20. Scheurer, T, "An Application of Situation Theory" Proceeding of IEEE System, Man, and Cybernetics, 2000, pp. 358-363.
  21. Selker, T. and Burleson, W., "Context-aware design and interaction in computer systems," IBM Systems Journal, Vol. 39, No. 3, 2000, pp. 880-891. https://doi.org/10.1147/sj.393.0880
  22. Shin, K. S. and Han. I. G., "A case based approach using inductive indexing for corporate bond rating," Decision Support System, Vol. 32, No. 1, 2001, pp. 41-52. https://doi.org/10.1016/S0167-9236(01)00099-9
  23. Slade, S., "Case based reasoning: a research paradigm," AI Magazine, Vol. 12, No. 1, 1991, pp 42-55.
  24. Stephen, S. Y. and Liu, J., "Hierarchical Situation Modeling and Reasoning for Pervasive Computing", Proceeding of the 4th IEEE Workshop on Software Technologies for Future Embedded and Ubiquitous System, Vol. 1, 2006, pp. 5-10..
  25. Stephen, S. Yau, Wang, Y., and Karim, F., "Development of Situation-Aware Application Software for Ubiquitous Computing Environment," Proceeding of the 26th Annual International Computer Software and Applications Conference (COMPSAC'02), IEEE, 2002, pp.233-238.