Paper Title:
A Hybrid Model for Tool Condition Monitoring and Optimal Tool Management
  Abstract

This paper introduces a new hybrid model for tool condition monitoring (TCM) and optimal tool management (OTM) in end milling operation. The model includes a wavelet fuzzy neural network with acoustic emission (AE) and a model of fuzzy classification of tool wear state with the detected cutting parameters supported by cutting database. The results estimated by cutting conditions and detected signals are fused by artificial neural network (ANN) so as to facilitate effective tool replacement at a proper state or time. The validity and reliability of the method are verified by experimental results.

  Info
Periodical
Materials Science Forum (Volumes 471-472)
Edited by
Xing Ai, Jianfeng Li and Chuanzhen Huang
Pages
865-870
DOI
10.4028/www.scientific.net/MSF.471-472.865
Citation
Y. X. Yao, Y. Lu, Z. J. Yuan, J.Y. Hu, "A Hybrid Model for Tool Condition Monitoring and Optimal Tool Management", Materials Science Forum, Vols. 471-472, pp. 865-870, 2004
Online since
December 2004
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Ying Xue Yao, Chang Qing Liu, Jian Guang Li, H.J. Jing, S.D. Chen
Abstract:Traditional adaptive control technologies in machining process optimization are limited in applications because they depend much on sensors,...
1
Authors: Yuan Wei Wang, Song Zhang, Jian Feng Li, Tong Chao Ding
Abstract:In this paper, Taguchi method was applied to design the cutting experiments when end milling Inconel 718 with the TiAlN-TiN coated carbide...
911
Authors: Xiao Li Zhu, Song Zhang, Tong Chao Ding, Yuan Wei Wang
Abstract:The experimental study presented in this paper aims to investigate the effects of cutting parameters on cutting forces, and search the...
96
Authors: Rao T. Sadasiva, K. Satyanarayana, Y. Praneeth, Anne Venu Gopal
Chapter 15: Meso/Micro Manufacturing Equipment and Processes
Abstract:Milling is the most widely applied machining process for producing flat surfaces and prismatic shapes. To minimize the process time and...
3147