Abstract
An approach is formulated for the automated acquisition of process selection and within-feature process sequencing knowledge from examples using neural networks. Network architecture, problem representation and performance issues are discussed.
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References
Chang, T. C. and Wysk, R. A. (1986)An Introduction to Automated Process Planning, Prentice Hall, New Jersey.
Chang, T. C. (1990)Expert Process Planning for Manufacturing. Addison-Wesley, New York.
Dall, D. B. (1976) (ed.)Tool and Manufacturing Engineers Handbook, Society of Manufacturing Engineers, McGraw-Hill, New York.
Descotte, Y. and Latombe, J. (1981) GARI: A problem solver that plans how to machine mechanical parts inProceedings of IJCAI 7, Vancouver, Canada, August, pp. 766–772.
Dietterich, T. G. and Michalski, R. S. (1981) Inductive learning of structural descriptions: evaluation criteria and comparative review of selected methods.Artificial Intelligence,16, 257–294.
Hayes-Roth, F., Waterman, D. and Lenat, D. B. (1983)Building Expert Systems, Addison-Wesley, Reading, Massachusetts.
Knapp, G. M. and Wang, H. P. (1989) Inductive learning in computer-aided process planning inProceedings of the 1989 IIE Integrated Systems Conference and Society for Integrated Manufacturing Conference, Atlanta, Georgia, November, pp. 398–403.
Lesko, J. F. (1983) MIPLAN implementation at Union Switch and Signal inProceedings of The Association for Integrated Manufacturing Technology, 20th Annual Meeting and Technical Conference, Cincinnati, Ohio, April, p. 160.
Mirchandani, G. and Cao, W. (1989) On hidden nodes for neural nets.IEEE Transactions on Circuits and Systems,36(5), 661–664.
Nau, D. S. and Grey, M. (1986) SIPS: an application of hierarchical knowledge clustering to process planning, inIntegrated and Intelligent Manufacturing, Liu, C. R. and Chang, T. C. (eds), The American Society of Mechanical Engineers, pp. 219–226.
Pao, Y. H. (1989)Adaptive Pattern Recognition and Neural Networks, Addison-Wesley, New York.
Rumelhart, D. E. and McClelland, J. L. (1986)Parallel Distributed Processing, Volume 1, MIT Press, Cambridge, Massachusetts.
Strohmeier, A. H. (1987) Implementing computer-aided process planning: Rockwell International case study.CIM Review, Fall, pp. 34–41.
Vogl, T. P., Mangis, J. K., Rigler, A. K., Zink, W. T. and Alkon, D. L. (1986) Accelerating the convergence of the back-propagation method.Biological Cybernetics,59, 103–111.
Wang, H. P. and Wysk, R. A. (1986) Applications of microcomputers in automated process planning.Journal of Manufacturing Systems 5(2), 103–111.
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Knapp, G.M., Wang, HP.(. Acquiring, storing and utilizing process planning knowledge using neural networks. J Intell Manuf 3, 333–344 (1992). https://doi.org/10.1007/BF01577274
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DOI: https://doi.org/10.1007/BF01577274