Proposal Model for Stamping Application Using Artificial Neural Networks System

Noureddine Ben Yahia, Sabeur Abid, Ali Zghal

Abstract

In this research, the approaches of feature stamping design and Artificial Neural Networks (ANN) are combined to automate the process planning task and to generate process groups for set-ups. The model created in Computer Aided Process Planning (CAPP) system can provides different process using ANN for cylindrical parts. This model is composed by three principal modules, the first relates to geometrical in 3D modeling, the second treats calculations of the stamping process parameters and the third module proposes the processes of obtaining a final part using ANN system. The development of this system is based on the experiments and the knowledge to make specialists in this field. Indeed in this work we started with a theoretical study concerning the influence of the parameters of stamping and the causes of the principal defects of an operation of working of the cylindrical parts and the proposal for several typical examples of processes which are validated with industrialists. In this work we focus only in ANN structure for this application, what is Input? What is output ? to give industrial solution. The proposal method can substantially reduce the time needed to generate process plan and the results are of consistentquality.

References

  1. A. Zouidi, A. Chaari M. Stambouli and F. Fnaiech 2004 «Nonlinear Continuous Time Modeling of a High Pressure Mercury Vapor Discharge Lamp Using Feed
  2. D. Kiritsis "A Review of Knowledge-Based Expert Systems for Process Planning. Methods and Problems"Advanced Manufacturing Technology 10:240-262. 1995
  3. I. Drstvensek et M. Brezocnik " On inteligent CAD/CAP Integration Based on feature Recognition and Evolutionary Computation." IDMME 2000, 3rd International Conference on integrated Design and Manifacturing for Mecanical ingineering, Cnadien Society for Mechanical Engineering 2000.
  4. J.P.Hao, Y.L. Yu, Q. Xue 2002 « A maintainability analysis visualization system and its development under the AutoCAD environment” journal of Materials Processing technology 129 p 277-282, 2002
  5. N. Ben Yahia, F.Fnaiech, B.Hadj Sassi 2000 « Application des réseaux de neurones multicouche pour l'élaboration de phase d'usinages.7878 Conférence international Francophonie d'automatique CIFA pp6410,645,5-7 juillet 2000
  6. N. Ben Yahia et B.Hadj Sassi, 1999 « Elaboration automatique de phases d'usinage basé sur les réseau de neurones artificielles » Conférence International de Productique ( CPI 99) 25-26 Nov. 1999 au Maroc (FST de Tanger).
  7. N. B. Yahia, F. Fnaiech, and S. ABID, "Manufacturing Scheduling using Multilayer Neural Network", Computational Engineering in Systems Applications CESA'2003, July 9-11, 2003, Lille, France.
  8. N. B. Yahia, F. Fnaiech and S. ABID, "Manufacturing Process Planning Application using Artificial Neural Networks", 2002 IEEE International Conference on Systems, Man and Cybernetics (SMC'02), October 6-9, 2002, Hammamet, Tunisia.
  9. R. Ben Khalifa, N. Ben Yahia, A. Zghal, «Automated selection of machines-tools using artificial neural networks », 2nd AUS International Symposium on Mechatronics, AUSISM05, April 19-21, 2005, American University of Sharjah Sharjah, United Arab Emirates.
  10. R. Ben Khalifa, N. Ben Yahia, A. Zghal, «Intégration des réseaux de neurones multicouches pour le choix automatique des machines-outils », 6e Congrès international de génie industriel - 7-10 juin 2005 Besançon, France.
  11. J. Carlos Espíndola Ferreira and A. José Álvares 2003 “CAD/CAPP/CAM integration methodology for the remote manufacture of cylindrical parts though the web” 17th International Congress of Mechanical Engineering 03, São Paulo, SP,2003.
  12. J. Dunfied, M. Tarbouchi and G. Labonte 2004 « Neural Networks Based control of a Four Rotor Helicopter » IEEE icit 2004 Yasmine-Hammamet, December 8-10, 2004
  13. S. Abid, F. Fnaiech and M. Najim "A Fast FeedForward Training Algorithm Using A Modified Form of Standard Back-Propagation Algorithm" IEEE Transactions on Neural Networks, pp. 424-430, March 2001.
  14. W. Eversheim, M. Koschig, N. Michalas "Knowledge-based Technology Data Management"The 34th CIRP International Seminar on Manufacturing Systems, 16-18, Athenes, Greece. May 2001.
Download


Paper Citation


in Harvard Style

Ben Yahia N., Abid S. and Zghal A. (2005). Proposal Model for Stamping Application Using Artificial Neural Networks System . In Proceedings of the 1st International Workshop on Artificial Neural Networks and Intelligent Information Processing - Volume 1: ANNIIP, (ICINCO 2005) ISBN 972-8865-36-8, pages 103-111. DOI: 10.5220/0001177001030111


in Bibtex Style

@conference{anniip05,
author={Noureddine Ben Yahia and Sabeur Abid and Ali Zghal},
title={Proposal Model for Stamping Application Using Artificial Neural Networks System},
booktitle={Proceedings of the 1st International Workshop on Artificial Neural Networks and Intelligent Information Processing - Volume 1: ANNIIP, (ICINCO 2005)},
year={2005},
pages={103-111},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001177001030111},
isbn={972-8865-36-8},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 1st International Workshop on Artificial Neural Networks and Intelligent Information Processing - Volume 1: ANNIIP, (ICINCO 2005)
TI - Proposal Model for Stamping Application Using Artificial Neural Networks System
SN - 972-8865-36-8
AU - Ben Yahia N.
AU - Abid S.
AU - Zghal A.
PY - 2005
SP - 103
EP - 111
DO - 10.5220/0001177001030111