SlideShare a Scribd company logo
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1789
Experimental investigation of optimization of CNC turning process
parameters for aluminium materials
I.Justinantony raj1
, K.ganesh 2
, P.kamaraj3 ,J.Sebastin joyal4
1 2 3 4 Assistant Professor, Department of Mechanical Engineering, Vandayar engineering college ,
Thanjavur-613501-TN-india.
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract: Applications of this project is aerospace alloys,
marine alloys, cycling alloys, automotive alloys, air and gas
cylinders. Metal cutting process is one of the complex
process which has numerous factors contributing towards
the quality of the finished product .CNC turning is one
among the metal cutting process in which quality of finished
product mainly depends upon the machining parameters
such as speed, feed, depth of cut ,type of inserts used etc.
similarly work piece material plays an important role in
metal cutting process .Soft material such as aluminum,
aluminum alloys are easy to machine due to their high
accuracy. While machining their soft materials, optimized
machining parameters results in good surface finish, tool
wear, MRR etc. This study involves in identifying the
optimized parameters in CNC turning of aluminum. The
optimization technique numerical optimization used in this
study is response surface methodology. These optimization
techniques are very helpful in identifying the optimized
control factors with high level of accuracy.
Keywords: Lathe, computer Numerical Machine,
operating parameters, Response surface methodology
,ANOVA, optimization
1.INTRODUCTION
In this competitive world, the customers perceive the most
reliable, high quality with low cost product. In order to
satisfy the customers demand, the manufacturing
industries are being forced to continuously optimize their
process parameters .Metal cutting is one of the most
important and widely used manufacturing processes in
engineering industries and in today’s manufacturing
scenario ,optimization of metal cutting process is essential
for a manufacturing unit to respond effectively to severe
competitiveness and increasing demand of quality which
has to be achieved at minimal cost. The challenge of
modern machining industries is mainly focused on the
achievements of high quality in terms of work piece
dimensional accuracy, surface finish, high production rate,
less wear on the cutting tool ,economy of machining in
terms of cost saving and increasing the performance of the
product with reduced environmental impact .surface
roughness plays an important role in many areas and is
factor of great importance in evaluation of machining
accuracy.
2.LITERATURE SURVEY
Kalpakjian,Schmid et al(2008).Above researcher
conduct experiments on manufacturing engineering and
technology and give details regarding turning operation
and properties and compositions of aluminium metal.
Aluminium is the most widely used in manufacturing
industry. Aluminium is a good thermal and electrical
conductor, by weight better than copper.
A.Djebara et al(2011): Above researcher conduct
experiments on machining and machinability of
aluminium alloys. Aluminium alloys are among the most
commonly used lightweight.
Harsimran singh sodhi et al(2011): Above researcher
conduct experiments on behavior study of cutting
parameters on metal removal rate for a non-ferrous
material while turning on a CNC turning center. In the
present study ,work is done to capture the effects of
cutting parameters on material removal rate (MRR) for a
aluminium alloy while turning on a CNC turning center.
Ravirajshtty et al (2009):Above researcher conduct
experiments on application of response surface
methodology in cylindrical grinding of metal matrix
composites .In the grinding process ,a maching parameter
such as hardness ,flow rate and depth of cut were chosen
for evaluation by the response surface methodology.
Research Gap: Above researcher is not done research
with the significance of the both mathematical models
were analyzed the significance level of the model was
confirmed by ANOVA and not researched over the
desirability of the optimization is 0.7692.
3. EXPERIMENTAL DETAILS:
3.1 CNC lathe settings
Fig .1.KDCK-25 CNC lathe machine specification
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1790
Product Feature
 The machine adopts CNC system with full function
and high reliability. The machine design adopts
mechanical-electronic and hydraulic integration
method with a compact structure.
 Flat bed and slant slide structure, with high
rigidity and fluent chip removal.
 X and Z axis adopt precision linear rolling guide
with no backlash to result high rigidity and
accuracy.
 The spindle component is of high rigidity
construction to provide variable speed to realize
constant linear speed cutting and high speed
cutting
 Automatic centralized lubrication with full
sufficiency and reliability.
Fig.2. Block diagram of CNC lathe
The process of CNC lathe is in various steps adapted by
program goes to the machine control units and controls
the activity by machine control unit and then the
processing equipment will do the process activity.
Fig.3. Turning operation
The turning operations are discussed over the reduction of
diameter of work piece material.According to the spindle
speed the job revolves and cutting tool turn the work
piece material
Fig.4. MRR operation
mTT=(ПD2/4-Пd2/4) x F x rpm
Where
D=diameter of the workpiece before cutting
d=diameter of workpiece after cutting
3.2 WORK PIECE MATERIAL
Fig.5. 99.4%Aluminium material turning
The aluminium material turning occurs shown in above
figure .5.
Table. 1. composition of aluminium
Cu Si Fe Zi Mn Al
0.05 0.3 0.4 0.10 0.05 99.4
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1791
4.METHODOLOGY
Fig. 6.methodology for turning operation
RESEARCH METHODOLOGY
 Selection of process
 Turning operations
 Turning parameter
Table 2. Input parameter
Parameter Level1 Level2 Level3
Speed(rpm) 500 750 1000
Feed(m/min) 0.1 0.2 0.3
Depth of cut(mm) 0.5 1 1.5
5. RESULT AND DISCUSSION
Turning formulas
Cutting speed V=ΠDN/1000
Cutting force =K*f*d
Table.3. Anova Table for cutting force
Std.Dev 73.951 R-Squared 0.8413
Mean 207.94 Adj R-Squared 0.6373
C.V% 207.94 Pred R-Squared -0.073
PRESS 207.94 Adeq precision 5.3995
Table.4. Anova Table for MRR
Std.Dev 2044.2206 R-Squared 0.9282
Mean 7733.3859 AdjR-Squared 0.8359
C.V% 26.433708 Pred R-Squared -0.149
PRESS 468029854 Adeq precision 11.516
Table.5. Anova Table for hardness
Std.Dev 4.7094 R-Squared 0.8314
Mean 46.235 Adj R-Squared 0.6376
C.V% 10.186 Pred R-Squared -0.623
PRESS 1588.9 Adeq precision 7.0945
Fig.7.Response surface graph for cutting force
The graph is drawn for cutting force and the graph drawn
with depth of cut in x-axis and cutting force on y axis and
feed on z-axis as shown in fig 7(a) and The graph is drawn
for cutting force and the graph drawn with feed in x-axis
and cutting force on y axis and speed on z-axis as shown
in fig 7(b)
Fig.8. Response surface graph for hardness
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1792
The graph is drawn for cutting force and the graph drawn
with feed in x-axis and hardness on y axis and speed on z-
axis as shown in fig (a) The graph is drawn for cutting
force and the graph drawn with depth of cut in x-axis and
hardness on y axis and feed on z-axis as shown in fig (b)
Fig.9. cutting force Vs metal cutting force
The graph drawn for cutting forces and metal cutting force
is shown in above figure 9.
Fig.10. metal removal rate Vs model metal removal
rate
The above graph drawn for metal removal rate and model
metal removal rate.
Fig.11. Hardness Vs Model hardness
The above graph drawn for hardness and model hardness
is shown in figure.
Fig. 12.Numeric graph
The above graph is drawn feed in x axis and destrability in
y axis speed in z axis .
Fig.13. Response surface graph MRR.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1793
Fig 13(a) shows that feed in x axis MRR in y axis speed in z
axis.Fig 13(b)Shows that depth of cut in x axis MRR in y
axis and feed in z axis.
6.CONCLUSION
1) The significance of the both mathematical models
were analyzed by ANOVA.
2) The desirability of the optimization was 0.7692.
3) The optimum parameters values are speed
500rpm,feed 0.3mm,depth of cut 1.5mm.
4) The optimum cutting force is 214.38 N.
5) Optimum material removal rate is
12312mm3/min.
6) Optimum hardness value is 34.125HRB.
REFERENCE
[1] N.Zeelan basha ,”optimization of CNC turning process
parameters on aluminium 6061 using response surface
methodology,2013,pp.546-552.international
journal(ESTIJ).
[2] A.venkata Vishnu,”optimization of different process
parameters of aluminium alloy 6351 in CNC milling using
Taguchi method”,vol.03,Issue No:02,April 2015,pp.407-
413.International journal of engineering research and
general science
[3] B.Ram reddy ,”optimization of process parameters in
CNC turning of aluminium alloy 7075 by Taguchi method
using regression analysis “,2015, pp.203-208,proceeding
of NCRIET-2015& Indian J.sci:Res.
[4] N.muthu prakash,”optimization of CNC turning
parameters on aluminium 6063 using response surface
methodology “,vol.III,Issue No:IV,April 2016,International
journal on engineering technology & sciences .IJETS.
[5] Renganath MS ,”optimization of process parameters in
turning operation using surface methodology :AReview
“,vol.04,Issue No:10,oct 2014,International journal of
emerging technology ,& advance engineering .
[6] Senthil kumar M.P,”optimization of CNC turning
parameters on aluminium 7015 hybrid metal matrix
composite using taguchi robust design “,vol.06,Issue
No:04,sept.2014.International journal of engineering &
Technology (IJET),
[7]Vivek soni,”process parameters optimization in turning
of aluminium using a new hybrid approach “,vol.01,Issue
No:03,may2014,IJISET-International journal of innovative
science engineering and technology.
[8]Alagar samy S.V,”optimization of machining parameters
for turning of aluminium alloy 7075 using Taguchi method
“,vol.03,Jan 2016,International research journal of
engineering & technology(IRJET).
[9]Singh MK ,”optimization of process parameters on
aluminium alloy (Al6082T-6)machined on CNC lathe
machine for low surface roughness “,oct 2015,material
sci.eng.
[10]R.Rudrapati ,”optimization of process parameters in
CNC turning of aluminium alloy using hybrid RSM cum
TLBU approach “,vol.149,2016,material science &
engineering.

More Related Content

What's hot

EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...
EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...
EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...
AM Publications
 
Optimization of input parameters of cnc turning operation for the given comp
Optimization of input parameters of cnc turning operation for the given compOptimization of input parameters of cnc turning operation for the given comp
Optimization of input parameters of cnc turning operation for the given comp
IAEME Publication
 
IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...
IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...
IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...
IRJET Journal
 
Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...
Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...
Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...
IRJET Journal
 
Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...
Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...
Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...
IRJET Journal
 
IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...
IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...
IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...
IRJET Journal
 
Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...
Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...
Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...
IRJET Journal
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
ijceronline
 
O046058993
O046058993O046058993
O046058993
IJERA Editor
 
E43042629
E43042629E43042629
E43042629
IJERA Editor
 
Optimization of cutting parameters for surface roughness in turning
Optimization of cutting parameters for surface roughness in turningOptimization of cutting parameters for surface roughness in turning
Optimization of cutting parameters for surface roughness in turning
iaemedu
 
IRJET- Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...
IRJET-  	  Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...IRJET-  	  Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...
IRJET- Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...
IRJET Journal
 
H0373058071
H0373058071H0373058071
H0373058071
theijes
 
IRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same Span
IRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same SpanIRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same Span
IRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same Span
IRJET Journal
 
Experimental Investigation and Parametric Analysis of Surface Roughness in C...
Experimental Investigation and Parametric Analysis of Surface  Roughness in C...Experimental Investigation and Parametric Analysis of Surface  Roughness in C...
Experimental Investigation and Parametric Analysis of Surface Roughness in C...
IJMER
 
Optimization of machining parameters in edm of cfrp composite using taguchi t...
Optimization of machining parameters in edm of cfrp composite using taguchi t...Optimization of machining parameters in edm of cfrp composite using taguchi t...
Optimization of machining parameters in edm of cfrp composite using taguchi t...
IAEME Publication
 
Investigation of turning process to improve productivity mrr for better sur...
Investigation of turning process to improve productivity  mrr  for better sur...Investigation of turning process to improve productivity  mrr  for better sur...
Investigation of turning process to improve productivity mrr for better sur...
IAEME Publication
 
Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...
Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...
Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...
IRJET Journal
 
Forging Die Design for Gear Blank
Forging Die Design for Gear BlankForging Die Design for Gear Blank
Forging Die Design for Gear Blank
IRJET Journal
 
IRJET- Optimization of Control Factors for Machining Time in CNC Milling ...
IRJET-  	  Optimization of Control Factors for Machining Time in CNC Milling ...IRJET-  	  Optimization of Control Factors for Machining Time in CNC Milling ...
IRJET- Optimization of Control Factors for Machining Time in CNC Milling ...
IRJET Journal
 

What's hot (20)

EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...
EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...
EXPERIMENTAL STUDY OF TURNING OPERATION AND OPTIMIZATION OF MRR AND SURFACE R...
 
Optimization of input parameters of cnc turning operation for the given comp
Optimization of input parameters of cnc turning operation for the given compOptimization of input parameters of cnc turning operation for the given comp
Optimization of input parameters of cnc turning operation for the given comp
 
IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...
IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...
IRJET- Optimization of Machining Parameters for Turning on CNC Machine of Sta...
 
Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...
Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...
Optimisation of Process parameter for Friction Stir Welding of Aluminium allo...
 
Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...
Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...
Optimizing of High Speed Turning Parameters of Inconel 625 (Super Alloy) by u...
 
IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...
IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...
IRJET- Review on Cutting Process Parameter for Surface Roughness During Turni...
 
Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...
Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...
Turning Parameter Optimization for Material Removal Rate of AISI 4140 Alloy S...
 
International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)International Journal of Computational Engineering Research(IJCER)
International Journal of Computational Engineering Research(IJCER)
 
O046058993
O046058993O046058993
O046058993
 
E43042629
E43042629E43042629
E43042629
 
Optimization of cutting parameters for surface roughness in turning
Optimization of cutting parameters for surface roughness in turningOptimization of cutting parameters for surface roughness in turning
Optimization of cutting parameters for surface roughness in turning
 
IRJET- Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...
IRJET-  	  Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...IRJET-  	  Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...
IRJET- Review Paper Optimizationof MachiningParametersbyusing of Taguchi'...
 
H0373058071
H0373058071H0373058071
H0373058071
 
IRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same Span
IRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same SpanIRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same Span
IRJET- Cost Comparison of different Grid Patterns of Floor Slab of Same Span
 
Experimental Investigation and Parametric Analysis of Surface Roughness in C...
Experimental Investigation and Parametric Analysis of Surface  Roughness in C...Experimental Investigation and Parametric Analysis of Surface  Roughness in C...
Experimental Investigation and Parametric Analysis of Surface Roughness in C...
 
Optimization of machining parameters in edm of cfrp composite using taguchi t...
Optimization of machining parameters in edm of cfrp composite using taguchi t...Optimization of machining parameters in edm of cfrp composite using taguchi t...
Optimization of machining parameters in edm of cfrp composite using taguchi t...
 
Investigation of turning process to improve productivity mrr for better sur...
Investigation of turning process to improve productivity  mrr  for better sur...Investigation of turning process to improve productivity  mrr  for better sur...
Investigation of turning process to improve productivity mrr for better sur...
 
Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...
Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...
Investigation on the Behaviour of Stiffened Concrete-Filled Double Skin Steel...
 
Forging Die Design for Gear Blank
Forging Die Design for Gear BlankForging Die Design for Gear Blank
Forging Die Design for Gear Blank
 
IRJET- Optimization of Control Factors for Machining Time in CNC Milling ...
IRJET-  	  Optimization of Control Factors for Machining Time in CNC Milling ...IRJET-  	  Optimization of Control Factors for Machining Time in CNC Milling ...
IRJET- Optimization of Control Factors for Machining Time in CNC Milling ...
 

Similar to Experimental Investigation of Optimization of CNC Turning Process Parameters for Aluminium Materials

IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...
IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...
IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...
IRJET Journal
 
Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...
Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...
Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...
IRJET Journal
 
Experimental And Optimization of CNC Lathe Machine By Using Taguchi Method
Experimental And Optimization of CNC Lathe Machine By Using Taguchi MethodExperimental And Optimization of CNC Lathe Machine By Using Taguchi Method
Experimental And Optimization of CNC Lathe Machine By Using Taguchi Method
IRJET Journal
 
Modeling of Morphology and Deflection Analysis of Copper Alloys
Modeling of Morphology and Deflection Analysis of Copper AlloysModeling of Morphology and Deflection Analysis of Copper Alloys
Modeling of Morphology and Deflection Analysis of Copper Alloys
IRJET Journal
 
IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...
IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...
IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...
IRJET Journal
 
Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...
Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...
Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...
IRJET Journal
 
Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...
Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...
Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...
IRJET Journal
 
Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...
Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...
Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...
IRJET Journal
 
Gt3511931198
Gt3511931198Gt3511931198
Gt3511931198
IJERA Editor
 
Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...
Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...
Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...
IRJET Journal
 
An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...
An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...
An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...
IRJET Journal
 
Effectiveness of multilayer coated tool in turning of aisi 430 f steel
Effectiveness of multilayer coated tool in turning of aisi 430 f steelEffectiveness of multilayer coated tool in turning of aisi 430 f steel
Effectiveness of multilayer coated tool in turning of aisi 430 f steel
eSAT Journals
 
Effect of Machining Parameters on Surface Roughness and Material Removal Rate...
Effect of Machining Parameters on Surface Roughness and Material Removal Rate...Effect of Machining Parameters on Surface Roughness and Material Removal Rate...
Effect of Machining Parameters on Surface Roughness and Material Removal Rate...
IRJET Journal
 
Performance of machining parameters on powder metals by using PCBN tool and c...
Performance of machining parameters on powder metals by using PCBN tool and c...Performance of machining parameters on powder metals by using PCBN tool and c...
Performance of machining parameters on powder metals by using PCBN tool and c...
IRJET Journal
 
IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...
IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...
IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...
IRJET Journal
 
IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...
IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...
IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...
IRJET Journal
 
Experimental Investigation and Multi Objective Optimization for Wire EDM usin...
Experimental Investigation and Multi Objective Optimization for Wire EDM usin...Experimental Investigation and Multi Objective Optimization for Wire EDM usin...
Experimental Investigation and Multi Objective Optimization for Wire EDM usin...
IRJET Journal
 
IRJET- Tensile and Shear Strength Approximate Prediction of Friction Surf...
IRJET-  	  Tensile and Shear Strength Approximate Prediction of Friction Surf...IRJET-  	  Tensile and Shear Strength Approximate Prediction of Friction Surf...
IRJET- Tensile and Shear Strength Approximate Prediction of Friction Surf...
IRJET Journal
 
Study of Surface Roughness measurement in turning of EN 18 steel
Study of Surface Roughness measurement in turning of EN 18 steelStudy of Surface Roughness measurement in turning of EN 18 steel
Study of Surface Roughness measurement in turning of EN 18 steel
IRJET Journal
 
IRJET- Parametric Optimization of Turning Parameters of CNC Machine
IRJET- Parametric Optimization of Turning Parameters of CNC MachineIRJET- Parametric Optimization of Turning Parameters of CNC Machine
IRJET- Parametric Optimization of Turning Parameters of CNC Machine
IRJET Journal
 

Similar to Experimental Investigation of Optimization of CNC Turning Process Parameters for Aluminium Materials (20)

IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...
IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...
IRJET-Optimization of Machining Parameters Affecting Metal Removal Rate of Al...
 
Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...
Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...
Optimization of Surface Roughness Parameters in Turning EN1A Steel on a CNC L...
 
Experimental And Optimization of CNC Lathe Machine By Using Taguchi Method
Experimental And Optimization of CNC Lathe Machine By Using Taguchi MethodExperimental And Optimization of CNC Lathe Machine By Using Taguchi Method
Experimental And Optimization of CNC Lathe Machine By Using Taguchi Method
 
Modeling of Morphology and Deflection Analysis of Copper Alloys
Modeling of Morphology and Deflection Analysis of Copper AlloysModeling of Morphology and Deflection Analysis of Copper Alloys
Modeling of Morphology and Deflection Analysis of Copper Alloys
 
IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...
IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...
IRJET- Taguchi Optimization of Cutting Parameters for Surface Roughness and M...
 
Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...
Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...
Taguchi based Optimization of Cutting Parameters Affecting Surface Roughness ...
 
Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...
Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...
Optimization of Machining Parameters for Turning Of Aluminium Alloy 7075 Usin...
 
Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...
Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...
Optimization of Cylindrical Grinding of Alloy Steel using desirability functi...
 
Gt3511931198
Gt3511931198Gt3511931198
Gt3511931198
 
Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...
Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...
Enhancing the Submersible Pump Rotor Performance by Taguchi Optimization Tech...
 
An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...
An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...
An Experimental Investigation on Mechanical Properties of Friction Stir Weldi...
 
Effectiveness of multilayer coated tool in turning of aisi 430 f steel
Effectiveness of multilayer coated tool in turning of aisi 430 f steelEffectiveness of multilayer coated tool in turning of aisi 430 f steel
Effectiveness of multilayer coated tool in turning of aisi 430 f steel
 
Effect of Machining Parameters on Surface Roughness and Material Removal Rate...
Effect of Machining Parameters on Surface Roughness and Material Removal Rate...Effect of Machining Parameters on Surface Roughness and Material Removal Rate...
Effect of Machining Parameters on Surface Roughness and Material Removal Rate...
 
Performance of machining parameters on powder metals by using PCBN tool and c...
Performance of machining parameters on powder metals by using PCBN tool and c...Performance of machining parameters on powder metals by using PCBN tool and c...
Performance of machining parameters on powder metals by using PCBN tool and c...
 
IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...
IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...
IRJET- Review Paper Optimization of Machining Parameters by using of Taguchi'...
 
IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...
IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...
IRJET- Research Review on Multi-Objective Optimization of Machining Parameter...
 
Experimental Investigation and Multi Objective Optimization for Wire EDM usin...
Experimental Investigation and Multi Objective Optimization for Wire EDM usin...Experimental Investigation and Multi Objective Optimization for Wire EDM usin...
Experimental Investigation and Multi Objective Optimization for Wire EDM usin...
 
IRJET- Tensile and Shear Strength Approximate Prediction of Friction Surf...
IRJET-  	  Tensile and Shear Strength Approximate Prediction of Friction Surf...IRJET-  	  Tensile and Shear Strength Approximate Prediction of Friction Surf...
IRJET- Tensile and Shear Strength Approximate Prediction of Friction Surf...
 
Study of Surface Roughness measurement in turning of EN 18 steel
Study of Surface Roughness measurement in turning of EN 18 steelStudy of Surface Roughness measurement in turning of EN 18 steel
Study of Surface Roughness measurement in turning of EN 18 steel
 
IRJET- Parametric Optimization of Turning Parameters of CNC Machine
IRJET- Parametric Optimization of Turning Parameters of CNC MachineIRJET- Parametric Optimization of Turning Parameters of CNC Machine
IRJET- Parametric Optimization of Turning Parameters of CNC Machine
 

More from IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
IRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
IRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
IRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
IRJET Journal
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
IRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
IRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
IRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
IRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
IRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
IRJET Journal
 

More from IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 

Recently uploaded

IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
NidhalKahouli2
 
Low power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniquesLow power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniques
nooriasukmaningtyas
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
KrishnaveniKrishnara1
 
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
ihlasbinance2003
 
Wearable antenna for antenna applications
Wearable antenna for antenna applicationsWearable antenna for antenna applications
Wearable antenna for antenna applications
Madhumitha Jayaram
 
Swimming pool mechanical components design.pptx
Swimming pool  mechanical components design.pptxSwimming pool  mechanical components design.pptx
Swimming pool mechanical components design.pptx
yokeleetan1
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
Victor Morales
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
wisnuprabawa3
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
insn4465
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
JamalHussainArman
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
awadeshbabu
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
SUTEJAS
 
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
Mukeshwaran Balu
 
ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
Rahul
 
Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
camseq
 
6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
ClaraZara1
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
IJECEIAES
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
Madan Karki
 
Literature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptxLiterature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptx
Dr Ramhari Poudyal
 

Recently uploaded (20)

IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
 
Low power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniquesLow power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniques
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
 
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
 
Wearable antenna for antenna applications
Wearable antenna for antenna applicationsWearable antenna for antenna applications
Wearable antenna for antenna applications
 
Swimming pool mechanical components design.pptx
Swimming pool  mechanical components design.pptxSwimming pool  mechanical components design.pptx
Swimming pool mechanical components design.pptx
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
 
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
ACRP 4-09 Risk Assessment Method to Support Modification of Airfield Separat...
 
ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
 
Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
 
6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
 
Literature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptxLiterature Review Basics and Understanding Reference Management.pptx
Literature Review Basics and Understanding Reference Management.pptx
 

Experimental Investigation of Optimization of CNC Turning Process Parameters for Aluminium Materials

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1789 Experimental investigation of optimization of CNC turning process parameters for aluminium materials I.Justinantony raj1 , K.ganesh 2 , P.kamaraj3 ,J.Sebastin joyal4 1 2 3 4 Assistant Professor, Department of Mechanical Engineering, Vandayar engineering college , Thanjavur-613501-TN-india. ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract: Applications of this project is aerospace alloys, marine alloys, cycling alloys, automotive alloys, air and gas cylinders. Metal cutting process is one of the complex process which has numerous factors contributing towards the quality of the finished product .CNC turning is one among the metal cutting process in which quality of finished product mainly depends upon the machining parameters such as speed, feed, depth of cut ,type of inserts used etc. similarly work piece material plays an important role in metal cutting process .Soft material such as aluminum, aluminum alloys are easy to machine due to their high accuracy. While machining their soft materials, optimized machining parameters results in good surface finish, tool wear, MRR etc. This study involves in identifying the optimized parameters in CNC turning of aluminum. The optimization technique numerical optimization used in this study is response surface methodology. These optimization techniques are very helpful in identifying the optimized control factors with high level of accuracy. Keywords: Lathe, computer Numerical Machine, operating parameters, Response surface methodology ,ANOVA, optimization 1.INTRODUCTION In this competitive world, the customers perceive the most reliable, high quality with low cost product. In order to satisfy the customers demand, the manufacturing industries are being forced to continuously optimize their process parameters .Metal cutting is one of the most important and widely used manufacturing processes in engineering industries and in today’s manufacturing scenario ,optimization of metal cutting process is essential for a manufacturing unit to respond effectively to severe competitiveness and increasing demand of quality which has to be achieved at minimal cost. The challenge of modern machining industries is mainly focused on the achievements of high quality in terms of work piece dimensional accuracy, surface finish, high production rate, less wear on the cutting tool ,economy of machining in terms of cost saving and increasing the performance of the product with reduced environmental impact .surface roughness plays an important role in many areas and is factor of great importance in evaluation of machining accuracy. 2.LITERATURE SURVEY Kalpakjian,Schmid et al(2008).Above researcher conduct experiments on manufacturing engineering and technology and give details regarding turning operation and properties and compositions of aluminium metal. Aluminium is the most widely used in manufacturing industry. Aluminium is a good thermal and electrical conductor, by weight better than copper. A.Djebara et al(2011): Above researcher conduct experiments on machining and machinability of aluminium alloys. Aluminium alloys are among the most commonly used lightweight. Harsimran singh sodhi et al(2011): Above researcher conduct experiments on behavior study of cutting parameters on metal removal rate for a non-ferrous material while turning on a CNC turning center. In the present study ,work is done to capture the effects of cutting parameters on material removal rate (MRR) for a aluminium alloy while turning on a CNC turning center. Ravirajshtty et al (2009):Above researcher conduct experiments on application of response surface methodology in cylindrical grinding of metal matrix composites .In the grinding process ,a maching parameter such as hardness ,flow rate and depth of cut were chosen for evaluation by the response surface methodology. Research Gap: Above researcher is not done research with the significance of the both mathematical models were analyzed the significance level of the model was confirmed by ANOVA and not researched over the desirability of the optimization is 0.7692. 3. EXPERIMENTAL DETAILS: 3.1 CNC lathe settings Fig .1.KDCK-25 CNC lathe machine specification
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1790 Product Feature  The machine adopts CNC system with full function and high reliability. The machine design adopts mechanical-electronic and hydraulic integration method with a compact structure.  Flat bed and slant slide structure, with high rigidity and fluent chip removal.  X and Z axis adopt precision linear rolling guide with no backlash to result high rigidity and accuracy.  The spindle component is of high rigidity construction to provide variable speed to realize constant linear speed cutting and high speed cutting  Automatic centralized lubrication with full sufficiency and reliability. Fig.2. Block diagram of CNC lathe The process of CNC lathe is in various steps adapted by program goes to the machine control units and controls the activity by machine control unit and then the processing equipment will do the process activity. Fig.3. Turning operation The turning operations are discussed over the reduction of diameter of work piece material.According to the spindle speed the job revolves and cutting tool turn the work piece material Fig.4. MRR operation mTT=(ПD2/4-Пd2/4) x F x rpm Where D=diameter of the workpiece before cutting d=diameter of workpiece after cutting 3.2 WORK PIECE MATERIAL Fig.5. 99.4%Aluminium material turning The aluminium material turning occurs shown in above figure .5. Table. 1. composition of aluminium Cu Si Fe Zi Mn Al 0.05 0.3 0.4 0.10 0.05 99.4
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1791 4.METHODOLOGY Fig. 6.methodology for turning operation RESEARCH METHODOLOGY  Selection of process  Turning operations  Turning parameter Table 2. Input parameter Parameter Level1 Level2 Level3 Speed(rpm) 500 750 1000 Feed(m/min) 0.1 0.2 0.3 Depth of cut(mm) 0.5 1 1.5 5. RESULT AND DISCUSSION Turning formulas Cutting speed V=ΠDN/1000 Cutting force =K*f*d Table.3. Anova Table for cutting force Std.Dev 73.951 R-Squared 0.8413 Mean 207.94 Adj R-Squared 0.6373 C.V% 207.94 Pred R-Squared -0.073 PRESS 207.94 Adeq precision 5.3995 Table.4. Anova Table for MRR Std.Dev 2044.2206 R-Squared 0.9282 Mean 7733.3859 AdjR-Squared 0.8359 C.V% 26.433708 Pred R-Squared -0.149 PRESS 468029854 Adeq precision 11.516 Table.5. Anova Table for hardness Std.Dev 4.7094 R-Squared 0.8314 Mean 46.235 Adj R-Squared 0.6376 C.V% 10.186 Pred R-Squared -0.623 PRESS 1588.9 Adeq precision 7.0945 Fig.7.Response surface graph for cutting force The graph is drawn for cutting force and the graph drawn with depth of cut in x-axis and cutting force on y axis and feed on z-axis as shown in fig 7(a) and The graph is drawn for cutting force and the graph drawn with feed in x-axis and cutting force on y axis and speed on z-axis as shown in fig 7(b) Fig.8. Response surface graph for hardness
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1792 The graph is drawn for cutting force and the graph drawn with feed in x-axis and hardness on y axis and speed on z- axis as shown in fig (a) The graph is drawn for cutting force and the graph drawn with depth of cut in x-axis and hardness on y axis and feed on z-axis as shown in fig (b) Fig.9. cutting force Vs metal cutting force The graph drawn for cutting forces and metal cutting force is shown in above figure 9. Fig.10. metal removal rate Vs model metal removal rate The above graph drawn for metal removal rate and model metal removal rate. Fig.11. Hardness Vs Model hardness The above graph drawn for hardness and model hardness is shown in figure. Fig. 12.Numeric graph The above graph is drawn feed in x axis and destrability in y axis speed in z axis . Fig.13. Response surface graph MRR.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 12 | Dec-2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 1793 Fig 13(a) shows that feed in x axis MRR in y axis speed in z axis.Fig 13(b)Shows that depth of cut in x axis MRR in y axis and feed in z axis. 6.CONCLUSION 1) The significance of the both mathematical models were analyzed by ANOVA. 2) The desirability of the optimization was 0.7692. 3) The optimum parameters values are speed 500rpm,feed 0.3mm,depth of cut 1.5mm. 4) The optimum cutting force is 214.38 N. 5) Optimum material removal rate is 12312mm3/min. 6) Optimum hardness value is 34.125HRB. REFERENCE [1] N.Zeelan basha ,”optimization of CNC turning process parameters on aluminium 6061 using response surface methodology,2013,pp.546-552.international journal(ESTIJ). [2] A.venkata Vishnu,”optimization of different process parameters of aluminium alloy 6351 in CNC milling using Taguchi method”,vol.03,Issue No:02,April 2015,pp.407- 413.International journal of engineering research and general science [3] B.Ram reddy ,”optimization of process parameters in CNC turning of aluminium alloy 7075 by Taguchi method using regression analysis “,2015, pp.203-208,proceeding of NCRIET-2015& Indian J.sci:Res. [4] N.muthu prakash,”optimization of CNC turning parameters on aluminium 6063 using response surface methodology “,vol.III,Issue No:IV,April 2016,International journal on engineering technology & sciences .IJETS. [5] Renganath MS ,”optimization of process parameters in turning operation using surface methodology :AReview “,vol.04,Issue No:10,oct 2014,International journal of emerging technology ,& advance engineering . [6] Senthil kumar M.P,”optimization of CNC turning parameters on aluminium 7015 hybrid metal matrix composite using taguchi robust design “,vol.06,Issue No:04,sept.2014.International journal of engineering & Technology (IJET), [7]Vivek soni,”process parameters optimization in turning of aluminium using a new hybrid approach “,vol.01,Issue No:03,may2014,IJISET-International journal of innovative science engineering and technology. [8]Alagar samy S.V,”optimization of machining parameters for turning of aluminium alloy 7075 using Taguchi method “,vol.03,Jan 2016,International research journal of engineering & technology(IRJET). [9]Singh MK ,”optimization of process parameters on aluminium alloy (Al6082T-6)machined on CNC lathe machine for low surface roughness “,oct 2015,material sci.eng. [10]R.Rudrapati ,”optimization of process parameters in CNC turning of aluminium alloy using hybrid RSM cum TLBU approach “,vol.149,2016,material science & engineering.