Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component Analysis
This paper reports the results of research to examine the effects of cutting parameters such as pulse-on time, pulse-off time, servo voltage, peak current, wire feed rate and cable tension on surface finish, overcut and metal removal rate (MRR) during Wire Electrical Discharge Machining (WEDM) of g...
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Taiwan Association of Engineering and Technology Innovation
2018-03-01
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doaj-0d4b67eb003e4536ad0b558d7880202b2020-11-25T00:32:03ZengTaiwan Association of Engineering and Technology InnovationInternational Journal of Engineering and Technology Innovation2223-53292226-809X2018-03-0182Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component AnalysisSachin Ashok Sonawane0Mahesh Laxmikant Kulkarni1Research Scholar, Walchand Institute of Technology, Solapur 413006, Maharashtra, IndiaProfessor, Rajarshi Shahu School of Engineering and Research, Narhe, Pune, Maharashtra, India. This paper reports the results of research to examine the effects of cutting parameters such as pulse-on time, pulse-off time, servo voltage, peak current, wire feed rate and cable tension on surface finish, overcut and metal removal rate (MRR) during Wire Electrical Discharge Machining (WEDM) of grade-5 titanium (Ti-6Al-4V). Taguchi’s L27 orthogonal design method is used for experimentation. Multi-response optimization is performed by applying weighted principal component analysis (WPCA). The optimum values of cutting variables are found as a pulse on time 118 µs, pulse off time 45 µs, servo voltage 40 volts, peak current 190 Amp. , wire feed rate 5 m/min and cable tension 5 gram. On the other hand, Analysis of Variance (ANOVA), simulation results indicate that pulse-on time is the primary influencing variable which affects the response characteristics contributing 76.00%. The results of verification experiments show improvement in the value of output characteristics at the optimal cutting variables settings. Scanning electron microscopic (SEM) analysis of the surface after machining indicates the formation of craters, resolidified material, tool material transfer and increase in the thickness of recast layer at higher values of the pulse on time. http://ojs.imeti.org/index.php/IJETI/article/view/666WEDMtitanium grade-5Taguchi methodweighted principal component analysisANOVASEM analysis |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sachin Ashok Sonawane Mahesh Laxmikant Kulkarni |
spellingShingle |
Sachin Ashok Sonawane Mahesh Laxmikant Kulkarni Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component Analysis International Journal of Engineering and Technology Innovation WEDM titanium grade-5 Taguchi method weighted principal component analysis ANOVA SEM analysis |
author_facet |
Sachin Ashok Sonawane Mahesh Laxmikant Kulkarni |
author_sort |
Sachin Ashok Sonawane |
title |
Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component Analysis |
title_short |
Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component Analysis |
title_full |
Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component Analysis |
title_fullStr |
Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component Analysis |
title_full_unstemmed |
Multi-Response Optimization of Wire Electrical Discharge Machining for Titanium Grade-5 by Weighted Principal Component Analysis |
title_sort |
multi-response optimization of wire electrical discharge machining for titanium grade-5 by weighted principal component analysis |
publisher |
Taiwan Association of Engineering and Technology Innovation |
series |
International Journal of Engineering and Technology Innovation |
issn |
2223-5329 2226-809X |
publishDate |
2018-03-01 |
description |
This paper reports the results of research to examine the effects of cutting parameters such as pulse-on time, pulse-off time, servo voltage, peak current, wire feed rate and cable tension on surface finish, overcut and metal removal rate (MRR) during Wire Electrical Discharge Machining (WEDM) of grade-5 titanium (Ti-6Al-4V). Taguchi’s L27 orthogonal design method is used for experimentation. Multi-response optimization is performed by applying weighted principal component analysis (WPCA). The optimum values of cutting variables are found as a pulse on time 118 µs, pulse off time 45 µs, servo voltage 40 volts, peak current 190 Amp. , wire feed rate 5 m/min and cable tension 5 gram. On the other hand, Analysis of Variance (ANOVA), simulation results indicate that pulse-on time is the primary influencing variable which affects the response characteristics contributing 76.00%. The results of verification experiments show improvement in the value of output characteristics at the optimal cutting variables settings. Scanning electron microscopic (SEM) analysis of the surface after machining indicates the formation of craters, resolidified material, tool material transfer and increase in the thickness of recast layer at higher values of the pulse on time.
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topic |
WEDM titanium grade-5 Taguchi method weighted principal component analysis ANOVA SEM analysis |
url |
http://ojs.imeti.org/index.php/IJETI/article/view/666 |
work_keys_str_mv |
AT sachinashoksonawane multiresponseoptimizationofwireelectricaldischargemachiningfortitaniumgrade5byweightedprincipalcomponentanalysis AT maheshlaxmikantkulkarni multiresponseoptimizationofwireelectricaldischargemachiningfortitaniumgrade5byweightedprincipalcomponentanalysis |
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1725321123312173056 |