Optimization of Surface Roughness and Delamination Damage of GFRP Composite Material in End Milling using Taguchi Design Method and Artificial Neural Network

被引:54
作者
Sreenivasulu, Reddy [1 ]
机构
[1] RVR & JC Coll Engn Autonomous, Dept Mech Engn, Guntur, Andhra Pradesh, India
来源
INTERNATIONAL CONFERENCE ON DESIGN AND MANUFACTURING (ICONDM2013) | 2013年 / 64卷
关键词
GFRP; End milling; Taguchi Design Method; S/N ratio; ANOVA; Neural Network;
D O I
10.1016/j.proeng.2013.09.154
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The present work is focused on the influence of cutting speed, teed rate and depth of cut on the delamination damage and surface roughness on Glass Fiber Reinforced Polymeric composite material (GFRP) during end milling. Taguchi design method is employed to investigate the machining characteristics of GFRP. From the results of ANOVA, it is concluded that cutting speed and depth of cut are the most significant factors affecting the responses, their contribution in an order of 26.84% and 40.44% respectively. Confirmatory experiments show that 5.052 mu m for surface roughness and 1.682 delamination damage to validate the used approach after conducting with optimal setting of process parameters. Finally, artificial neural net work has been applied to compare the predicted values with the experimental values, the deviations are found in the range of 3.7%, it shows good agreement between the predictive model results and the experimental measurements. (C) 2013 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:785 / 794
页数:10
相关论文
共 13 条
[1]   Challenges for composites into the next millennium - a reinforcement perspective [J].
Bannister, M .
COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING, 2001, 32 (07) :901-910
[2]   ON THE MACHINING OF FIBER-REINFORCED PLASTIC (FRP) COMPOSITE LAMINATES [J].
BHATNAGAR, N ;
RAMAKRISHNAN, N ;
NAIK, NK ;
KOMANDURI, R .
INTERNATIONAL JOURNAL OF MACHINE TOOLS & MANUFACTURE, 1995, 35 (05) :701-716
[3]  
Colligan, 1994, ENG SYSTEMS DESIGN A, V64, P93
[4]   Influence of cutting parameters on surface roughness in turning glass-fibre-reinforced plastics using statistical analysis [J].
Davim, P ;
Mata, F .
INDUSTRIAL LUBRICATION AND TRIBOLOGY, 2004, 56 (05) :270-274
[5]   THEORY OF MACHINING OF FIBER-REINFORCED MATERIALS [J].
EVERSTIN.GC ;
ROGERS, TG .
JOURNAL OF COMPOSITE MATERIALS, 1971, 5 (JAN) :94-&
[6]  
Kishore R. A., 2009, Advances in Production Engineering & Management, V4, P37
[7]  
Konig W., 1985, Annals of the CIRP, V34, P537, DOI [DOI 10.1016/S0007-8506(07)60186-3, 10.1016/S0007-8506(07)60186-3]
[8]   THE CUTTING PROCESS, CHIPS, AND CUTTING FORCES IN MACHINING CFRP [J].
KOPLEV, A ;
LYSTRUP, A ;
VORM, T .
COMPOSITES, 1983, 14 (04) :371-376
[9]  
KRISHNAMOORTHY R., 1989, JMWT, P95
[10]   Application of Taguchi and response surface methodologies for surface roughness in machining glass fiber reinforced plastics by PCD tooling [J].
Palanikumar, K. .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2008, 36 (1-2) :19-27