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
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
收藏
页码:239 / 248
页数:10
相关论文
共 50 条
  • [1] Self-organising Neural Network Hierarchy
    Borgohain, Satya
    Kowadlo, Gideon
    Rawlinson, David
    Bergmeir, Christoph
    Loo, Kok
    Rangarajan, Harivallabha
    Kuhlmann, Levin
    AI 2020: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2020, 12576 : 359 - 370
  • [2] Enhancements to the dynamic self-organising neural network
    Mackenzie, MD
    NEURAL COMPUTING & APPLICATIONS, 1996, 4 (01): : 44 - 57
  • [3] Self-organising modular probabilistic neural network for STLF
    Department of Electrical Engineering, Institute of Technology, Banaras Hindu University, Varanasi 221 005, India
    Eng. Intell. Syst., 2006, 2 (99-107):
  • [4] Self-organising modular probabilistic neural network for STLF
    Singh, D.
    Singh, S. P.
    ENGINEERING INTELLIGENT SYSTEMS FOR ELECTRICAL ENGINEERING AND COMMUNICATIONS, 2006, 14 (02): : 99 - 107
  • [5] The analysis of network managers' behaviour using a self-organising neural network
    Donelan, H
    Pattinson, C
    Palmer-Brown, D
    Lee, SW
    ESM'2004: 18TH EUROPEAN SIMULATION MULTICONFERENCE: NETWORKED SIMULATIONS AND SIMULATED NETWORKS, 2004, : 111 - 116
  • [6] Control of nonlinear systems using a self-organising neural network
    Delgado, A
    NEURAL COMPUTING & APPLICATIONS, 2000, 9 (02): : 113 - 123
  • [7] Control of Nonlinear Systems Using a Self-Organising Neural Network
    A. Delgado
    Neural Computing & Applications, 2000, 9 : 113 - 123
  • [8] Performance-enhancing bifurcations in a self-organising neural network
    Kwok, T
    Smith, KA
    COMPUTATIONAL METHODS IN NEURAL MODELING, PT 1, 2003, 2686 : 390 - 397
  • [9] Analysis and application of a self-organising image recognition neural network
    Banarse, DS
    France, I
    Duller, AWG
    ADVANCES IN ENGINEERING SOFTWARE, 2000, 31 (12) : 937 - 944
  • [10] Self-organising artificial neural networks
    Flanagan, JA
    Hasler, M
    FROM NATURAL TO ARTIFICIAL NEURAL COMPUTATION, 1995, 930 : 322 - 329