Tool wear detection with fuzzy classification and wavelet fuzzy neural network

被引：66

作者：

Yao, YX ^{[1
]}

Li, XL ^{[1
]}

Yuan, ZJ ^{[1
]}

机构：

[1] Harbin Inst Technol, Dept Mech Engn, Harbin 150001, Peoples R China

来源：

INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE | 1999年 / 39卷 / 10期

关键词：

tool wear; wavelet fuzzy neural network; fuzzy inference;

D O I：

10.1016/S0890-6955(99)00018-8

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

In the paper, a new method of tool wear detection with cutting conditions and detected signals is presented, which includes the model of wavelet fuzzy neural network with acoustic emission (AE) and the model of fuzzy classification with motor current. The results of tool wear estimated by cutting conditions and detected signals (spindle motor current, feed motor current and AE) are fused by fuzzy inference. Experimental results show that the method of tool wear detection is reliable and practical. (C) 1999 Elsevier Science Ltd. All rights reserved.

引用

页码：1525 / 1538

页数：14

共 10 条

[1]

BYRNE G, 1995, ANN CIRP, V44, P541

[2] THE WAVELET TRANSFORM, TIME-FREQUENCY LOCALIZATION AND SIGNAL ANALYSIS [J].

DAUBECHIES, I .

IEEE TRANSACTIONS ON INFORMATION THEORY, 1990, 36 (05) :961-1005

[3]

DORNFELD DA, 1990, ANN CIRP, V39, P101, DOI [DOI 10.1016/S0007-8506, DOI 10.1016/S0007-8506(07)61012-9, 10.1016/s0007-8506]

[4]

IWATA K, 1977, ANN CIRP, V26, P21

[5]

LAN MS, 1982, 10TH P N AM MAN RES, P305

[6]

LEE JM, 1994, ANN CIRP, V43, P81

[7] On-line tool condition monitoring system with wavelet fuzzy neural network [J].

LI XIAOLI ;

YAO YINGXUE ;

YUAN ZHEJUN .

Journal of Intelligent Manufacturing, 1997, 8 (4) :271-276

[8]

LIANG SY, 1989, J ENG IND, V111, P199, DOI DOI 10.1115/1.3188750

[9] MONITORING DRILL CONDITIONS WITH WAVELET-BASED ENCODING AND NEURAL NETWORKS [J].

TANSEL, IN ;

MEKDECI, C ;

RODRIGUEZ, O ;

URAGUN, B .

INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 1993, 33 (04) :559-575

[10] Feature extraction and assessment using wavelet packets for monitoring of machining processes [J].

Wu, Y ;

Du, R .

MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 1996, 10 (01) :29-53

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