Optimization of Multiple Response Characteristics of EDM Process Using Taguchi-Based Grey Relational Analysis and Modified PSO

被引:13
作者
Panda, S. [1 ]
Mishra, D. [1 ]
Biswal, B. B. [2 ]
Nanda, P. [3 ]
机构
[1] VSS Univ Technol, Prod Engn Dept, Burla 768018, Odisha, India
[2] Natl Inst Technol, Ind Design Dept, Rourkela 769008, Odisha, India
[3] VSS Univ Technol, Mech Engn Dept, Burla 768018, Odisha, India
关键词
Electrical discharge machining; Taguchi method; grey relational analysis; particle swarm optimization;
D O I
10.1142/S0219686715500092
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Electrical discharge machining is an alternative process for machining complex and intricate shapes. In this paper, an inter-relationship of various electrical discharge machining parameters, namely discharge current, pulse on and off time and dielectric flow rate on material removal rate (MRR), tool wear rate (TWR), surface finish (SRa) and dimensional tolerance using a Taguchi-Grey relational analysis. The response surface methodology is used to develop a second order model for MRR, TWR and SRa in terms of process parameters. Finally, a multi-objective optimization problem is formulated by using MRR, TWR and SRa. The multi-objective problem is then optimized through a modified particle swarm optimization (PSO) algorithm to find the optimum level of parameters. In this research, the results of the proposed method are validated through confirmation experiment. The work piece material used for experimentation is stainless steel of S304 grade.
引用
收藏
页码:123 / 148
页数:26
相关论文
共 30 条
[1]   Formation of a crater in the workpiece on an electrical discharge machine [J].
Bojorquez, B ;
Marloth, RT ;
Es-Said, OS .
ENGINEERING FAILURE ANALYSIS, 2002, 9 (01) :93-97
[2]  
Bruyn H.D., 1970, ANN CIRP, V16, P147
[3]  
Chang C.L., 2003, INT J COMPUT INTERNE, V11, P55
[4]  
Deng Julong, 1989, Journal of Grey Systems, V1, P1
[5]   Manufacturing process optimization for wear property of fiber-reinforced polybutylene terephthalate composites with grey relational analysis [J].
Fung, CP .
WEAR, 2003, 254 (3-4) :298-306
[6]   Effects of workpiece rotation on machinability during electrical-discharge machining [J].
Guu, YH ;
Hocheng, H .
MATERIALS AND MANUFACTURING PROCESSES, 2001, 16 (01) :91-101
[7]   State of the art electrical discharge machining (EDM) [J].
Ho, KH ;
Newman, ST .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 2003, 43 (13) :1287-1300
[8]   MICRO-ELECTRODISCHARGE MACHINING USING WATER AS A WORKING FLUID-L - MICRO-HOLE DRILLING [J].
KAGAYA, K ;
OISHI, Y ;
YADA, K .
PRECISION ENGINEERING-JOURNAL OF THE AMERICAN SOCIETY FOR PRECISION ENGINEERING, 1986, 8 (03) :157-162
[10]   Parametric optimization of powder mixed electrical discharge machining by response surface methodology [J].
Kansal, HK ;
Singh, S ;
Kumar, P .
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2005, 169 (03) :427-436