Modeling and optimization of kerf taper and surface roughness in laser cutting of titanium alloy sheet

被引:0
作者
Arun Kumar Pandey
Avanish Kumar Dubey
机构
[1] Motilal Nehru National Institute of Technology Allahabad,Mechanical Engineering Department
来源
Journal of Mechanical Science and Technology | 2013年 / 27卷
关键词
Genetic algorithm; Kerf taper; Neural network; Optimization; Surface roughness; Titanium alloy;
D O I
暂无
中图分类号
学科分类号
摘要
Laser cutting of titanium and its alloys is difficult due to it’s poor thermal conductivity and chemical reactivity at elevated temperatures. But demand of these materials in different advanced industries such as aircraft, automobile and space research, require accurate geometry with high surface quality. The present research investigates the laser cutting process behavior of titanium alloy sheet (Ti-6Al-4V) with the aim to improve geometrical accuracy and surface quality by minimizing the kerf taper and surface roughness. The data obtained from L27 orthogonal array experiments have been used for developing neural network (NN) based models of kerf taper and surface roughness. A hybrid approach of neural network and genetic algorithm has been proposed and applied for the optimization of different quality characteristics. The optimization results show considerable improvements in both the quality characteristics. The results predicted by NN models are well in agreement with the experimental data.
引用
收藏
页码:2115 / 2124
页数:9
相关论文
共 68 条
[1]  
Patnaik A(2011)On the use of gas metal arc welding for manufacturing beams of commercially pure titanium and a titanium alloy Materials and Manufacturing Processes 26 311-318
[2]  
Poondla N(2010)On the direct diffusion bonding of titanium alloy to stainless steel Materials and Manufacturing processes 25 1317-1323
[3]  
Baithini U(1999)Drilling burr formation in titanium alloy Ti-6Al-4V, Annals of CIRP 48 73-76
[4]  
Srivastan T S(2008)Laser beam machining-A review International Journal of Machine Tools & Manufacture 48 609-628
[5]  
Ghosh S K(2008)Experimental study of Nd:YAG laser beam machining-An overview Journal of Materials Processing Technology 195 15-26
[6]  
Chatterjee S(1997)Effect of oxygen in laser cutting process Materials and Manufacturing Processes 12 1163-1175
[7]  
Dornfeld D A(2011)Laser repetitive pulse heating and melt pool formation at the surface Journal of Mechanical Science and Technology 25 479-487
[8]  
Kim J S(2004)CO Materials and Manufacturing Processes 19 1133-1142
[9]  
Dechow H(2012) laser cutting of calcareous stones Journal of Mechanical Science and Technology 26 591-599
[10]  
Hewson J(2011)Laser straight cutting of zirconia tiles Journal of Mechanical Science and Technology 25 855-862