Asian Journal of Scientific Research1992-14542077-2076Asian Network for Scientific Information10.3923/ajsr.2013.346.352GizawMesfin Abdul RaniAhmad Majdi Bin YusofYusri 2201362The objective of the study was to present the architect, training system consideration
and performance of Levenberg-Marquardt back propagation algorithm for manufacturing
operation selection that can be associated with STEP-NC file generation. Here
STEP-based product data modeling, EXPRESS representation combined with neural
network algorithm using feature based design attributes such as dimension ratio,
tolerance and surface finish etc. It describes the details of training algorithm
steps, training data pattern and performance output of the system in association
with object oriented data model in process plan data generation. It gives required
criterion for extending the system for machine tools and cutting tools selection
with reference to turn-mill process planning requirements. Finally summarizes
on importance and methods of binding STEP representation and intelligent Computer
Aided Process Planning (CAPP) system development.]]>Devireddy, C.R.,1999126174Huang, H., J. Deng and M. Hou,20062006pp: 944950ISO 14649-111,20102010ISO 14649-121,20052005ISO 14649-12,20052005ISO 14649-11,20042004ISO 14649-10,20042004Lourakis, M.I.A. and A.A. Argyros,20042004Lourakis, M.I.A.,20052005Jun, Y., V. Raja and S. Park,200117462470Levenberg, K., 19442164168Amaitik, S.M. and S.E. Kilic,200731978993Gizaw, M., A.M.B.A. Rani and Y. Yusof,20111111711177Mitsui, S., F. Tanaka and T. Kishinami,20072007pp: 169-174pp: 169-174Santochi, M. and G. Dini,19969137148Zhang, H.C. and L. Alting,1994Pages: 336Pages: 336