A self-organising neural network for chatter identification in milling

被引：0

作者：

Li, TC ^{[1
]}

Tarng, YS ^{[1
]}

Chen, MC ^{[1
]}

机构：

[1] NATL TAIWAN INST TECHNOL,DEPT MECH ENGN,TAIPEI 10772,TAIWAN

来源：

INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY | 1996年 / 9卷 / 5-6期

关键词：

chatter; milling; monitoring; neural networks;

D O I：

暂无

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

An in-process milling chatter identification system based on a self-organising neural network using the adaptive resonance theory (ART2-A) is presented in the paper. The difference of the resultant cutting force signal in a revolution is utilised as the input pattern for the neural network to recognise the milling process with or without chatter. Experiments show that the new approach can correctly monitor chatter in milling operations.

引用

页码：239 / 248

页数：10

共 50 条

[21] Self-organising neural networks for adaptive control
Warwick, K
Ball, N
JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 1996, 15 (02) : 153 - 163
[22] Invariant pattern identification by self-organising networks
López-Rubio, E
Muñoz-Pérez, J
Gómez-Ruiz, JA
PATTERN RECOGNITION LETTERS, 2001, 22 (09) : 983 - 990
[23] A Self-organising Network Based on Lightweight Agents
Debenham, John
Prodan, Ante
NETWORK-BASED INFORMATION SYSTEMS, PROCEEDINGS, 2008, 5186 : 202 - 211
[24] A self-organising network that grows when required
Marsland, S
Shapiro, J
Nehmzow, U
NEURAL NETWORKS, 2002, 15 (8-9) : 1041 - 1058
[25] An improved approach of self-organising fuzzy neural network based on similarity measures
Gang Leng
Xiao-Jun Zeng
John A. Keane
Evolving Systems, 2012, 3 (1) : 19 - 30
[26] Fuzzy rules extraction using self-organising neural network and association rules
Wong, KW
Gedeon, TD
Fung, CC
Wong, PM
IEEE REGION 10 INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONIC TECHNOLOGY, VOLS 1 AND 2, 2001, : 403 - 408
[27] A self-organising mixture network for density modelling
Yin, HJ
Allinson, NM
IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE, 1998, : 2277 - 2281
[28] An efficient approach for Kohonen self-organising network
Pan, JS
Kuo, TH
Chu, SC
Day, JD
Liao, BY
ICEMI '97 - CONFERENCE PROCEEDINGS: THIRD INTERNATIONAL CONFERENCE ON ELECTRONIC MEASUREMENT & INSTRUMENTS, 1997, : 622 - 625
[29] An improved approach of self-organising fuzzy neural network based on similarity measures
Leng, Gang
Zeng, Xiao-Jun
Keane, John A.
EVOLVING SYSTEMS, 2012, 3 (01) : 19 - 30
[30] Applications of the self-organising feature map neural network in community data analysis
Foody, GM
ECOLOGICAL MODELLING, 1999, 120 (2-3) : 97 - 107

← 1 2 3 4 5 →