Skip to main content
Log in

Integration framework for intelligent manufacturing processes

  • Papers
  • Published:
Journal of Intelligent Manufacturing Aims and scope Submit manuscript

Abstract

In this article, we describe a new approach to applying distributed artificial intelligence techniques to manufacturing processes. The construction of intelligent systems is one of the most important techniques among artificial intelligence research. Our goal is to develop an integrated intelligent system for real time manufacturing processes. An integrated intelligent system is a large knowledge integration environment that consists of several symbolic reasoning systems (expert systems) and numerical computation packages. These software programs are controlled by a meta-system which manages the selection, operation and communication of these programs. A meta-system can be implemented in different language environments and applied to many disciplines. This new architecture can serve as a universal configuration to develop high performance intelligent systems for many complicated industrial applications in real world domains.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Bourne, D. A. (1986) CML: A Meta-Interpreter for Manufacturing.7 (4), 86–96.

    Google Scholar 

  • Bowerman, R. G. and Glover, D. E. (1988)Putting Expert Systems into Practice, New York: Van Nostrand Reinhold Company.

    Google Scholar 

  • Brownston, L., Farrell, R., Kant, E. and Martin, N. (1986)Programming Expert Systems in OPS5, Reading, Mass: Addison-Wesley.

    Google Scholar 

  • Buchanan, B. G. (1985) Expert System in An Overview of Automated Reasoning and Related Fields.Journal of Automatic Reasoning,1, 28–34.

    Google Scholar 

  • Burg, B., Foulloy, L., Heudin, J. C. and Zavidovique, B. (1985) Behavior Rule Systems for Distributed Process Control, inProceedings of the IEEE 2nd Conference on AI Applications, pp. 198–203, Miami, FL.

  • Cha, J., Zhao, Z. and Rao, M. (1990) Integrated Intelligent Software System for Gear Manufacturing.Applied Artificial Intelligence (submitted for publication).

  • Cruise, A., Ennis, R., Finkel, A., Hellerstein, J., Klein, D., Loeb, D., Masullo, M., Milliken, K., Van Woerkom, H. and Waite, N. (1987) YES/L1: Integrating Rule-Based, Procedural, and Real-Time Programming for Industrial Applications, inProceedings of the Third Conference on Al Applications, pp. 134–9.

  • Davis, R. and Lenat, D. (1982)Knowledge-Based Systems in Artificial Intelligence, New York, NY: McGraw-Hill, Inc.

    Google Scholar 

  • Handelman, D. A. and Stengel, R. F. (1987) An Architecture for Realtime Rule-Based Control, inProceedings of the 1987 American Control Conference, pp. 1636–42, Minneapolis, MN.

  • Hayes-Roth, B. (1985) A Blackboard Architecture for Control.Artificial Intelligence,26, 251–321.

    Google Scholar 

  • Jacobstein, N., Kitzmiller, C. T. and Kowalik, J. S. (1988) Integrating Symbolic and Numeric Methods in Know-ledge-Based Systems: Current Status, Future Prospects, Driving Events, inCoupling Symbolic and Numerical Computing in Expert Systems, II, Kowalik, J. S. and Kitzmiller, C. T. (Eds), pp. 3–11, New York, NY: Elsevier Science Publishers B.V.

    Google Scholar 

  • James, J. R., Frederick, D. K., Bonissone, P. P. and Taylor, J. H. (1985) A Retrospective View of CACE-III: Considerations in Coordinating Symbolic and Numeric Computation in a Rule-Based Expert System, inProceedings of the IEEE 2nd Conference on Al Applications, pp. 532–8, Miami, FL.

  • Lizza, C. and Friedlander, C. (1988) The Pilot's Associate: A Forum for the Integration of Knowledge Based Systems and Avionics, inProceedings of the National Aerospace and Electronics Conference, 88, pp 1252–8, Dayton, OH.

  • Lu, S. C.-Y. (1988) Knowledge Processing for Engineering Automation: A Summary of Current Research in Know-ledge-Based Engineering Systems Research Lab, inNSF Grantees Conference on Manufacturing Systems Research, Berkeley, CA, pp. 455–468.

  • Luxhoj, J. T. and Jones, M. S. (1988) A Computerized Population Model for System Repair/Replacement.Computer and Industrial Engineering,14 (3), 345–59.

    Google Scholar 

  • Okuno, H. G. and Gupta, A. (1988) Parallel Execution of OPS5 in QLISP, inProceedings of the IEEE AI Application Conference, pp. 268–73.

  • Rao, M., Jiang, T. S. and Tsai, J. P. (1988) IDSCA: An Intelligent Direction Selector for the Controllers' Action in Multiloop Control Systems.International Journal of Intelligent Systems,3, 361–79.

    Google Scholar 

  • Rao, M., Tsai, J. P. and Jiang, T. S. (1987) A Framework of Integrated Intelligent System, inProceedings of the IEEE International Conference on Systems, Man, and Cybernetics, pp. 1133–7, Alexadria, Virginia.

  • Rao, M., Tsai, J. P. and Jiang, T. S. (1988) An Intelligent Decisionmaker for Optimal Control.Applied Artificial Intelligence,2, 285–305.

    Google Scholar 

  • Roboam, M., Sycara, K. and Fox, M. (1990) The Intelligent Networking Architecture: A Tool for Manufacturing Enterprise Integration, inProceedings of the AAAI'90 Workshop on Intelligent Manufacturing Architectures, Boston, MA, pp. 1–4.

  • Su, S. Y. W. and Lam, H. (1990) Object-Oriented Knowledge Base Management Technology for improving productivity and Competitiveness in Manufacturing, inNSF Grantees Conference on Design and Manufacturing Systems, Tempe, AZ, pp. 161–7.

Download references

Author information

Authors and Affiliations

Authors

Additional information

To whom all correspondence should be addressed.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Rao, M., Luxhoj, J.T. Integration framework for intelligent manufacturing processes. J Intell Manuf 2, 43–52 (1991). https://doi.org/10.1007/BF01471335

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF01471335

Keywords

Navigation