Parameter optimization model in electrical discharge machining process

被引：33

作者：

Gao, Qing ^{[1
]}

Zhang, Qin-he ^{[1
]}

Su, Shu-peng ^{[1
]}

Zhang, Jian-hua ^{[1
]}

机构：

[1] Shandong Univ, Sch Mech Engn, Jinan 250061, Peoples R China

来源：

JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A | 2008年 / 9卷 / 01期

基金：

中国国家自然科学基金;

关键词：

electrical discharge machining (EDM); genetic algorithm (GA); artificial neural network (ANN); Levenberg-Marquardt algorithm;

D O I：

10.1631/jzus.A071242

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

Electrical discharge machining (EDM) process, at present is still an experience process, wherein selected parameters are often far from the optimum, and at the same time selecting optimization parameters is costly and time consuming. In this paper, artificial neural network (ANN) and genetic algorithm (GA) are used together to establish the parameter optimization model. An ANN model which adapts Levenberg-Marquardt algorithm has been set up to represent the relationship between material removal rate (MRR) and input parameters, and GA is used to optimize parameters, so that optimization results are obtained. The model is shown to be effective, and MRR is improved using optimized machining parameters.

引用

页码：104 / 108

页数：5

共 50 条

[1] Parameter optimization model in electrical discharge machining process
Qing Gao
Qin-he Zhang
Shu-peng Su
Jian-hua Zhang
[J]. Journal of Zhejiang University-SCIENCE A, 2008, 9 : 104 - 108
[2] Parameter optimization model in electrical discharge machining process
Qing GAO
[J]. Journal of Zhejiang University-Science A(Applied Physics & Engineering), 2008, (01) : 104 - 108
[3] Modeling and parameter optimization for electrical discharge machining (EDM)
Li, Xiang-Long
Yin, Guo-Fu
[J]. Jixie Kexue Yu Jishu/Mechanical Science and Technology, 2002, 21 (04):
[4] Experimental Investigation and Optimization of Process Parameter for Inconel 718 Using Wire Electrical Discharge Machining
Kumar, Anshuman
Vivekananda, K.
Abhishek, Kumar
[J]. JOURNAL OF ADVANCED MANUFACTURING SYSTEMS, 2019, 18 (03) : 339 - 362
[5] ANALYSIS AND OPTIMIZATION OF PARAMETER COMBINATIONS IN WIRE ELECTRICAL-DISCHARGE MACHINING
SCOTT, D
BOYINA, S
RAJURKAR, KP
[J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1991, 29 (11) : 2189 - 2207
[6] Model of workpiece erosion for electrical discharge machining process
Sharakhovsky, Leonid I.
Marotta, Aruy
Essiptchouk, Alexei M.
[J]. APPLIED SURFACE SCIENCE, 2006, 253 (02) : 797 - 804
[7] Modelling and optimization of process parameters of wire electrical discharge machining
Rao, R. V.
Pawar, P. J.
[J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2009, 223 (11) : 1431 - 1440
[8] Optimization algorithms and intelligent techniques on electrical discharge machining process
Shyn, C. S.
Rajesh, R.
[J]. INTERNATIONAL JOURNAL OF MODELING SIMULATION AND SCIENTIFIC COMPUTING, 2021, 12 (04)
[9] Erosion Rate Model Comparison of Electrical Discharge Machining Process
Yahya, Azli
Andromeda, Trias
Rahim, Muhammad Arif Abdul
Baharom, Ameruddin
[J]. 2012 4TH INTERNATIONAL CONFERENCE ON INTELLIGENT AND ADVANCED SYSTEMS (ICIAS), VOLS 1-2, 2012, : 122 - 125
[10] Parametric optimization and surface characterization of wire electrical discharge machining process
Spedding, TA
Wang, ZQ
[J]. PRECISION ENGINEERING-JOURNAL OF THE AMERICAN SOCIETY FOR PRECISION ENGINEERING, 1997, 20 (01): : 5 - 15

← 1 2 3 4 5 →