Discrete Event Simulation with Embedded Distributed Expert System: Application to Manufacturing Process Monitoring and Diagnosis

분산 전문가 시스템의 기능을 갖는 이산사건 시뮬레이션: 제조 공정 오류 감지와 진단에의 적용

  • 조대호 (성균관대학교 전기 전자 컴퓨터공학부)
  • Published : 1998.12.01

Abstract

One of the components that constitute the simulation models is the state variables whose values are determined by the time related simulation process. Embedding rule-based expert systems into the simulation models should provide a systematic way of handling these time-dependent variables without distracting the essential problem solving capabilities of the expert systems which are well suited for expressing the decision making function of complex cases. The expert system, however, is inefficient in dealing with the time elapsing characteristics of target system compare to the simulation models. To solve the problem, this paper provides an interruptible inference engine whose inferencing process can be interrupted when the variables' value, which are used as the parameters of the rules, are not yet determined due to the time dependent nature of the state variables. The process is resumed when the variables are ready. The elapse of time is calculated by time-advance function of the simulation model to which the expert system has been embedded. The example modeling shown exploits the embedded interruptible inferencing capability for the controlling and monitoring of metal grating process.

Keywords

References

  1. SIGART Bulletin v.2 no.1 A Review of Artificial Intelligence In Simulation Tsatsoulis, C.
  2. Mathematics and Computers in Simulation v.XXV Expert Systems in the Simulation Domain Arons, H. De Swann
  3. Simulation v.46 Simulation and Expert Systems-A Taxonomy and Some Examples O'Keefe, R.
  4. Object-Oriented Simulation with Hierarchical, Modular Models Bernard P. Zeigler
  5. IEEE Trans. Syst. Man, Cybern. A v.27 Simulation of Intelligent Hierarchical Flexible Manufacturing: Batch Job Routing in Operation Overlapping T. H. Cho;Bernard P. Zeigler
  6. Ph. D. dissertation, Univ. Of Arizona A Hierarchical, Modular Simulation Environment for Flexible Manufacturing System Modeling T. H. Cho
  7. IEEE Trans. Syst. Man, Cybern. A v.26 A Knowledge-based Environment for Hierarchical Modeling of Flexible Manufacturing System B. P. Zeigler;T. H. Cho;J. W. Rozenblit
  8. Multifacetted Modeling and Discrete Event Simulation B. P. Zeigler
  9. Theory of Modeling and Simulation B. P. Zeigler
  10. Simulation Model Design and Execution : Building Digital Worlds Paul A. Fishwick
  11. Simulation Modeling & Analysis Averill M. Law;W. David Kelton
  12. Artificial Intelligence(The Second Edition) Rich, Knight
  13. Expert Systems - Principles and Programming(Second Edition) J. Giarratano;G. Riley
  14. Modeling and Analysis of Manufacturing System R. G. Askin;C. R. Standridge
  15. Artificial Intelligence(The Third Edition) P. H. Winston
  16. Intelligent Systems for Business - Expert Systems with Neural Networks F. Zahedi
  17. 성균관 대학교 석사학위 청구 논문 전문가 시스템을 이용한 반도체 생산라인에서의 이탈처리 추적 시스템 구축 김형종
  18. 한국시뮬레이션학회 논문지 v.4 no.1 지식 표현 기법을 이용한 모델 구조의 표현과 구성 : 단편구조 유연생산 시스템 예 조대호