A hybrid intelligent method for modelling the EDM process

被引：99

作者：

Wang, KS ^{[1
]}

Gelgele, HL

Wang, Y

Yuan, QF

Fang, ML

机构：

[1] Norwegian Univ Sci & Technol, Dept Prod & Qual Engn, N-7491 Trondheim, Norway

[2] Stavanger Univ Coll, Dept Mech Engn & Mat Technol, Stavanger, Norway

[3] Shanghai Univ, CIMS, Shanghai, Peoples R China

[4] Shanghai Univ, Robot Ctr, Shanghai, Peoples R China

来源：

INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE | 2003年 / 43卷 / 10期

关键词：

computational intelligence; artificial neural networks; genetic algorithms; electro-discharge machining; hybrid systems; modelling; optimisation;

D O I：

10.1016/S0890-6955(03)00102-0

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

This paper discusses the development and application of a hybrid artificial neural network and genetic algorism methodology to modelling and optimisation of electro-discharge machining. The hybridisation approach is aimed not only at exploiting the strong capabilities of the two tools, but also at solving manufacturing problems that are not amenable for modelling using traditional methods. Based on an experimental data, the model was tested with satisfactory results. The developed methodology with the model is highly beneficial to manufacturing industries, such as aerospace, automobile and tool making industries. (C) 2003 Elsevier Science Ltd. All rights reserved.

引用

页码：995 / 999

页数：5

共 12 条

[1] THEORETICAL-MODELS OF THE ELECTRICAL-DISCHARGE MACHINING PROCESS .1. A SIMPLE CATHODE EROSION MODEL [J].

DIBITONTO, DD ;

EUBANK, PT ;

PATEL, MR ;

BARRUFET, MA .

JOURNAL OF APPLIED PHYSICS, 1989, 66 (09) :4095-4103

[2]

KOZAK J, 2001, ISEM, V13, P405

[3]

KUNIEDA M, 1991, ANN CIRP, V40, P215

[4] Characteristic analysis of EDMed surfaces using the Taguchi approach [J].

Lee, HT ;

Yur, JP .

MATERIALS AND MANUFACTURING PROCESSES, 2000, 15 (06) :781-806

[5] Optimisation of the EDM process based on the orthogonal array with fuzzy logic and grey relational analysis method [J].

Lin, CL ;

Lin, JL ;

Ko, TC .

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2002, 19 (04) :271-277

[6] Surface improvement using a combination of electrical discharge machining with ball burnish machining based on the Taguchi method [J].

Lin, YC ;

Yan, BH ;

Huang, FY .

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2001, 18 (09) :673-682

[7]

MOHRI N, 1997, ANN CIRP, V40, P207

[8]

*POC GRAPH INC, 1994, EDM TECHN MAN

[9] An analysis and optimisation of the geometrical inaccuracy due to wire lag phenomenon in WEDM [J].

Puri, AB ;

Bhattacharyya, B .

INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2003, 43 (02) :151-159

[10] HEAT-CONDUCTION MODEL FOR CALCULATION OF VOLUME OF MOLTEN-METAL IN ELECTRIC DISCHARGES [J].

VANDIJCK, FS ;

DUTRE, WL .

JOURNAL OF PHYSICS D-APPLIED PHYSICS, 1974, 7 (06) :899-910

← 1 2 →