SlideShare a Scribd company logo
1 of 10
Download to read offline
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1154
Analysis of Dimpled Sheet and its Optimization using Taguchi Method
Shruti Ambadkar1, Ankita Balel2, Shubham Harer3, Srinivas kadam4
1,2,3,4Department of Mechanical Engineering, Sinhagad Institute of Technology and Science, Narhe, Pune, India
-----------------------------------------------------------------***-----------------------------------------------------------------------
Abstract – The dimpling process converts plain sheet into a dimpled sheet which gives higher energy absorption performance
in various materials. In this paper effect of dimpling process on mechanical properties like tensile strength, a Yield strength of
mild steel, stainless steel and aluminum was studied experimentally and numerically. First sheets were analyzed
experimentally by using Taguchi’s optimization method. Experimentally the manufacturing of the dimpled sheet was done by a
punch and die tools. In this paper mild steel, aluminum and stainless-steel dimple sheet properties were evaluated for various
properties numerical simulation of dimpling process was done in Ansys software. The simulation of the dimpling process and
tensile test of the plain and dimpled specimens predicted similar behavior to experimental measurements and tests.
Keywords – Taguchi method, orthogonal arrays, S/N ratio, DOE
I. INTRODUCTION
The dimpling process is a cold roll forming process which includes dimpling of a flat strip. It is done to improve the
material properties of the respective strip or material and its structural properties also maintaining minimum strip
thickness. In this process punch and die, the method is used because it allows better flexibility regarding to size, dimension
and efficiency. Solid metal pie is used in operation of punch an die, a punch is situated vertically above the die. Dimpling
process is thus done by using a punch and die method. Proper material selection was done for better design and its
optimization. Thus, by looking at various parameters aluminum, stainless steel and mild steel were selected. Various tests
like chemical composition, tensile test, stress-strain graph have been concluded before the optimization. First tests have
been done of a plain sheet and later on for dimpled sheet. After all these processes, the Taguchi method is used for
optimization. Taguchi methods are statistical methods developed by Genichi Taguchi to improve the quality of
manufactured goods and more currently also applied to engineering, biotechnology, marketing and advertising. However,
Taguchi got to know methods of identifying those noise sources, which have the greatest effects on product variability.
After applying the same, optimum values have been found out for each material. As it is trial and error method aim was to
increase the strength of the dimpled sheet as the dimpling process increases the strength of the material.
II. METHODOLOGY:
1. MATERIAL SELECTION:
Material selection is the main part or step in the design of the component or selection of the component. It is the easiest and
simple step but it is the main step which has a huge impact or drastic change on the extreme performance of the
component. It is the most effective step in design engineering. The industrialization and commercialization of the final
component rely on proper material selection. If a proper material selection is not done than even the best design can be
failed. Criteria for material selection: Material selection can be done on the basis of their properties and depending upon
our needs for the design of the component. For the best outcome, the proper material combination is selected. Properties
like mechanical properties, wear and corrosion, ability to manufacture, economically feasible, availability in suitable sizes.
The material must have strength and stiffness values. Should be anti-corrosive should not be extremely prone to corrosion.
The material should be able to machine at a minimum cost. We should try to ensure the required sizes of material which
are easily available.
2. MATERIAL TESTING:
I. MILD STEEL:
Mild steel is lighter in weight as compared to stainless steel since it has less carbon content. Mild steel is also relatively
cheaper than other materials with similar mechanical properties.
1.1 Properties:
Grade – 40800
Standard – IS: 737-2008
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1155
1.2 Chemical Properties:
Tensile Test:
II. ALUMINIUM:
Aluminium is extremely strong in spite of its lightweight as its density is almost one-third of that of steel. The surface of
aluminium oxidises immediately when it comes in contact with oxygen from the air and protects the material underneath
against corrosion. Thus, aluminium is corrosion resistant and protects itself. Aluminium can even withstand extreme
temperatures without its properties being compromised. In extreme cold aluminium becomes even tougher and its
hardness increases.
2.1 Properties:
Grade – 40800
Standard – IS: 737-2008
2.2 Chemical Properties:
Tensile Test:
III. Stainless steel:
Stainless steel is low carbon steel that must have a minimum of 10% chromium. The addition of chromium to the steel
causes the formation of a chromium-oxide film which gives stainless steel its unique properties such as its resistance to
corrosion and its ability to heal itself when in the presence of oxygen.
3.1 Properties:
Grade – X 04 Ci 19 Ni 9
Standard – IS: 6911:1992/AISI 304
3.2 Chemical Properties:
Tensile Test:
Experimental Procedure for UTM:
Yield strength 186
Tensile strength 310
% elongation 34.7
Yield strength 154
Tensile strength 168
% elongation 4.42
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1156
1. Place the metal sheet correctly under Universal Testing Machine (UTM).
2. Place the load applying tool in UTM.
3. Fix correctly the tool to avoid any irregularities or errors.
4. Bring the load very close to the specimen.
5. Align the specimen with respect to the load applying tool.
6. Bring the indicator to absolute zero.
7. Start applying load on the specimen.
8. As we apply load on the specimen, the body starts to deform.
9. Perform this experiment for required loads
Tensile test for plain sheets:
The tensile test is carried out on a Universal testing machine.
Dimensions of the test specimen are as follows
Length=300 mm
Breadth = 30 mm
Thickness= 1mm
The following results on Ultimate tensile strength and yield strength were obtained.
Material UTS (
Kg-
N/mm2)
Yield
Strength
(Kg-
N/mm2
%
Elongation
Stainless
steel
578 323 30.76
Mild steel 310 186 34.7
Aluminium 168 154 4.42
Fig: Stress Vs Strain graph for plain aluminium sheet
Yield strength 373
Tensile strength 578
% elongation 30.76
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1157
Fig Stress Vs Strain graph for plain Stainless-Steel sheet
Fig. Stress Vs Strain graph for plain mild Steel sheet
Taguchi Method
The Taguchi method is a powerful tool for designing high-quality systems. The approach is based on the Taguchi method,
the signal-to-noise (S/N) ratio and the analysis of variance (ANOVA) are employed to study the performance
characteristics. The Dimpling process is a novel cold roll forming process that involves dimpling of a rolled flat strip prior
to the roll forming operation. This process is done to upgrade the material properties and the subsequent product`s
structural performance while maintaining a minimum strip thickness.
Taguchi Methodology
Taguchi’s method is a powerful technique for the design of a high-quality system. It provides not only, an efficient, but also
a systematic way to optimize designs for performance and quality.
The methodology used:
• Identify the quality characteristics and select process parameters to be evaluated.
• Select the appropriate orthogonal array and assign these parameters to the orthogonal array & design the matrix.
• Conduct the experiments as per the design matrix based on the arrangement of the orthogonal array. & Recording of
responses
• Analyse the experimental results using the signal to noise(S/N) ratio and analysis of variance (ANOVA) by using Design
Expert software.
Taguchi specified three situations
Based on a Design of Experiments (DOE) methodology for determining parameter levels DOE is an important tool for
designing processes and products. A method for quantitatively identifying the right inputs and parameter levels for making
a high-quality product or service.
1) Larger the better (for example, agricultural yield)
2) Smaller the better (for example, carbon dioxide emissions); and
3) On-target, minimum-variation (for example, a mating part in an assembly).
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1158
Orthogonal Arrays
Taguchi's orthogonal arrays are highly fractional orthogonal designs. These designs can be used to estimate main effects
using only a few experimental runs. Consider the L4 array shown in the next Figure. The L4 array is denoted as L4(2^3). L4
means the array requires 4 runs. 2^3 indicates that the design estimates up to three main effects at 2 levels each. The L4
array can be used to estimate three main effects using four runs provided that the two factor and three-factor interactions
can be ignored.
Depth Centre
distance
Diameter
1 10 2
2 12 3
Fig: Original variation Table
Sr. No Depth Distance Diameter
A 1 10×10 2
B 1 12×12 3
C 2 10×10 3
D 2 12×12 2
Thus, we manufacture dimpled sheets for the above variations for the three selected materials. After manufacturing of
these dimpled sheets for the 4 given variations, we performed a tensile test for all the manufactured specimens on UTM.
Tensile test for dimpled sheets:
1. Aluminium:
Sr.no 1 2 3 4
Depth 1 2 1 2
Centre
Distance
12 10 10 12
Diameter 3 3 2 2
UTS 156 114 172 116
Yield
Strength
142 96 146 93
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1159
2. Stainless Steel:
Sr.no 1 2 3 4
Depth 1 2 1 2
Centre
Distance
12 10 10 12
Diameter 3 3 2 2
UTS 564 567 582 582
Yield
Strength
279 259 259 295
3. Mild Steel:
Sr.no 1 2 3 4
Depth 1 2 1 2
Centre
Distance
12 10 10 12
Diameter 3 3 2 2
UTS 336 329 339 333
Yield
Strength
241 225 238 243
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1160
Optimization by Taguchi Method:
Optimization of the process parameters is done to have great control over quality productivity and cost aspects of the
process. For optimization process values obtained of UTS for respective material has been added. UTS Results for Mild
Steel, Analysis of created Taguchi Design Selection of analysis of Taguchi's design in Minitab software. For designing high-
quality system Taguchi's method is a powerful tool.
III. RESULT
The result has been obtained for the three material i.e. Aluminium, mild steel and stainless steel. The value for the S/N ratio
and standard deviation has been found out for all three. Their values can be used for the optimization process. The S/N
ratio in the table was evaluated by using the equation. The evaluated mean S/N ratio with various factors at the various
level are summarized in the S/N ratio response table, the procedure was also followed for aluminium and stainless steel.
1. Aluminium:
Table no 4.7 Optimization for Aluminium using Minitab software:
2. Mild Steel:
Table no 4.8 Optimization for Mild Steel Minitab software:
3. Stainless steel:
Table no 4.9 Optimization for Stainless Steel Minitab software:
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1161
IV. RESULT AND DISCUSSION
Aluminium: The values of the signal to noise ratio for aluminium for larger is better criteria are given in the table below.
Table no.5.1 Response Table for signal to noise ratio
Levels Depth Centre distance Diameter
1 44.29 42.92 43.00
2 41.21 42.58 42.50
Graph no. 5.1 Mean of SN Ratio of Aluminium
The figure shows that S/N ratio is highest at lower level i.e. 1mm for depth and at 2mm diameter. The plot for distance is
almost horizontal showing that S/N ratio is unaffected by the change in the level of distance. Hence it shows that the
combination of a high level of depth and diameter along with any level of distance can give the minimum S/N ratio in the
design. From the above table no.5.1, we can see that the best combination occurs for level 1 at depth, centre distance and
diameter. The values of these parameters at the given level are noted in the table below.
Table no.5.2 Optimized values of selected parameters
Depth(mm)
Centre
distance(mm)
diameter UTS (Kg-
N/mm2 )
1 10 2 172
Stainless steel:
The values of the signal to noise ratio for Stainless Steel for larger is better criteria are given in the table below:
Table No: Response Table for the signal to noise ratio
Levels Depth Centre Distance Diameter
1 55.16 55.19 55.30
2 55.19 55.16 55.05
Graph no. 5.2 Mean of SN Ratio Stainless steel
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1162
In order to minimize the variability, the aim is to minimize the standard deviation. Fig shows signal to noise ratio is lower
at a higher level, i.e. 1mm depth and at 2mm diameter. The plot of distance is almost horizontal that S/N ratio is unaffected
by the change in the level of distance. Hence it shows that the combination of the low level of depth and diameter along
with any level of distance can give maximum S/N ratio in the design. From the above table, we can see that the best
combination occurs for level 2 at depth, level 1 for centre distance and diameter. The values of these parameters at the
given level are noted in the table below.
Table no.5.4 Optimized values of selected parameters
Depth Centre
distance
Diameter UTS (Kg-
N/mm2)
2 10 2 582
Mild Steel:
The values of the signal to noise ratio for Mild Steel for larger is better criteria are given in the table below.
Table no.5.5 Response Table for signal to noise ratio
Levels Depth Centre
Distance
Diameter
1 50.57 50.47 50.59
2 50.40 50.49 50.44
Graph no.5.3 Mean of SN Ratio of mild steel
The figure shows that S/N ratio is highest at lower level i.e 1mm for depth and at 2mm diameter. The plot for distance is
almost horizontal showing that S/N ratio is unaffected by the change in the level of distance. Hence it shows that the
combination of a high level of depth and diameter along with any level of distance can give the minimum S/N ratio in the
design. From table no. we can see that the best combination occurs for level 1 at depth, level 2 for centre distance and
diameter. The values of these parameters at the given level are noted in the table below [15].
Table No: Optimized values of the selected parameter
Depth Centre
distance
Diameter UTS (Kg-
N/mm2)
1 12 3 336
V. CONCLUSIONS
This project illustrates the application of the parameter design (Taguchi method) in the optimized results of a dimpled
sheet. The conclusions can be drawn based on the above experimental of this study are that:
 For Mild Steel Taguchi design has been successfully applied to obtain a design which gives the better result of the
dimpled sheet as compared to a plain sheet. The analysis suggests that the combination of depth 1mm, centre
distance 12mm and diameter 3mm with the UTS value of 582 results into the design of optimum value.
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1163
 For Aluminium Taguchi design has been successfully applied to obtain a design which gives the better result of the
dimpled sheet as compared to the plain sheet. The analysis suggests that the combination of (Taguchi method) in
the optimization of the dimpled sheet. The conclusions can be drawn based on the above experimental results of
this study is that Taguchi’s Method of parameter design can be performed with the lesser number of
experimentations as compared to that of full factorial analysis and yields similar results. It is found that the
parameter design of the Taguchi method provides a simple, systematic, and efficient methodology for optimizing
the process parameters.
 For Stainless Steel Taguchi design has been successfully applied to obtain a design which gives the better result of
the dimpled sheet as compared to the plain sheet. The analysis suggests that the combination of depth 2mm, centre
distance 10mm and diameter 2mm with the UTS value of 336 results into the design of optimum value. For Mild
Steel Taguchi design has been successfully applied to obtain a design which gives the better result of the dimpled
sheet as compared to the plain sheet. The analysis suggests that the combination of depth 1mm, centre distance
12mm and diameter 3mm with the UTS value of 582 results into the design of optimum value.
ACKNOWLEDGEMENT
The authors are thankful to the “Hadley Group” research work for providing essential data and reference for this study.
REFERENCES
1. V.B. Nguyen, C.J. Wang, D.J. Mynors, M.A. English and M.A Castellucci – Compressive Strength Tests and design
2. M. Lu, et al., “Novel customized manufacturable DFM solutions,” Proc. SPIE Photomask Technology 2012, vol. 8522,
pp. 852223, December 2012.
3. Sergio Gomez and Francesc Moll. “Lithography aware regular cell design based on a predictive technology model.” J.
Low Power Electronics, 6(4):1–14, 2010
4. B. Le Gratiet, F. Sundermann, J. Massin, et al., "Improved CD control for 45-40 nm CMOS logic patterning:
anticipation for 32-28 nm", In Proceedings of SPIE Vol. 7638,76380A (2010)
5. Shi-Hao Chen, Ke-Cheng Chu, Jiing-Yuan Lin and Cheng-Hong Tsai “DFM/DFY practices during physical designs for
timing, signal integrity, and power” 2007 IEEE conference.
6. Wing Chiu Tam and Shawn Blanton “To DFM or Not to DFM” IEEE Asia Pacific Conference on Circuits and Systems,
2006.
7. Raina Rajesh “What is DFM & DFY and Why Should I Care?” INTERNATIONAL TEST CONFERENCE 2009
8. Garg Manish, Kumar Aatish “Litho-driven Layouts for Reducing Performance Variability” IEEE 2005
9. Daehyun Jang, Naya Ha, Joo-Hyun Park, Seung-Weon Paek “DFM Optimization of Standard Cells Considering
Random and Systematic Defect” International SoC Design Conference 2008
10. Sergio Gomez, Francesc Moll, Antonio Rubio “Design Guidelines towards Compact Litho-Friendly Regular cells”
SPIE Photomask Technology 2012
11. "Design for Manufacturability" http://www.mentor.com/blogs/
12. “Litho Friendly Design kit, a tool of DFM strategy”, (http://www.eetimes.com/electrical-engineers/education-
training/tech-papers/4130133/Litho-Friendly-Design-Kit-A-Tool-of-DFM-Strategy)
VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072

More Related Content

What's hot

Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...eSAT Publishing House
 
Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...eSAT Journals
 
Material Selection and Design Standards
Material Selection and Design Standards Material Selection and Design Standards
Material Selection and Design Standards Naseel Ibnu Azeez
 
optimization of process parameters for cnc turning using taguchi methods for ...
optimization of process parameters for cnc turning using taguchi methods for ...optimization of process parameters for cnc turning using taguchi methods for ...
optimization of process parameters for cnc turning using taguchi methods for ...INFOGAIN PUBLICATION
 
IRJET- Determination of Formability Index of Sheet Metals
IRJET- Determination of Formability Index of Sheet MetalsIRJET- Determination of Formability Index of Sheet Metals
IRJET- Determination of Formability Index of Sheet MetalsIRJET Journal
 
IRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting Tool
IRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting ToolIRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting Tool
IRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting ToolIRJET 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
 
Comparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdge
Comparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdgeComparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdge
Comparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdgeIRJET Journal
 
Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...
Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...
Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...IRJET Journal
 
Optimization of hard part turning of bohler k 110 steel with multiple perform...
Optimization of hard part turning of bohler k 110 steel with multiple perform...Optimization of hard part turning of bohler k 110 steel with multiple perform...
Optimization of hard part turning of bohler k 110 steel with multiple perform...IAEME Publication
 
IRJET - Mechanical and Wear Properties of Friction Stir Welding of Alumin...
IRJET -  	  Mechanical and Wear Properties of Friction Stir Welding of Alumin...IRJET -  	  Mechanical and Wear Properties of Friction Stir Welding of Alumin...
IRJET - Mechanical and Wear Properties of Friction Stir Welding of Alumin...IRJET Journal
 
IRJET- Improving the Performance of M42 Twist Drill Tool
IRJET- Improving the Performance of M42 Twist Drill ToolIRJET- Improving the Performance of M42 Twist Drill Tool
IRJET- Improving the Performance of M42 Twist Drill ToolIRJET 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- 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
 
Material Selection
Material SelectionMaterial Selection
Material SelectionAUSTIN MOSES
 
Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...
Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...
Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...IRJET Journal
 
A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...
A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...
A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...IRJET Journal
 
Prediction of output Responses in Milling of Casted Aluminum by using ANN
Prediction of output Responses in Milling of Casted Aluminum by using ANNPrediction of output Responses in Milling of Casted Aluminum by using ANN
Prediction of output Responses in Milling of Casted Aluminum by using ANNijiert bestjournal
 
Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...
Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...
Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...IRJET Journal
 

What's hot (20)

Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...
 
Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...Parametric analysis and multi objective optimization of cutting parameters in...
Parametric analysis and multi objective optimization of cutting parameters in...
 
Material Selection and Design Standards
Material Selection and Design Standards Material Selection and Design Standards
Material Selection and Design Standards
 
optimization of process parameters for cnc turning using taguchi methods for ...
optimization of process parameters for cnc turning using taguchi methods for ...optimization of process parameters for cnc turning using taguchi methods for ...
optimization of process parameters for cnc turning using taguchi methods for ...
 
IRJET- Determination of Formability Index of Sheet Metals
IRJET- Determination of Formability Index of Sheet MetalsIRJET- Determination of Formability Index of Sheet Metals
IRJET- Determination of Formability Index of Sheet Metals
 
IRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting Tool
IRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting ToolIRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting Tool
IRJET- Dynamic Behavioral Analysis of Various Material Coated Cutting Tool
 
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...
 
Comparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdge
Comparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdgeComparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdge
Comparative Analysis of Tool Tip Temperature using DEFORM2D and AdvantEdge
 
Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...
Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...
Study of Influence of Tool Nose Radius on Surface Roughness and Material Remo...
 
Ie3115371544
Ie3115371544Ie3115371544
Ie3115371544
 
Optimization of hard part turning of bohler k 110 steel with multiple perform...
Optimization of hard part turning of bohler k 110 steel with multiple perform...Optimization of hard part turning of bohler k 110 steel with multiple perform...
Optimization of hard part turning of bohler k 110 steel with multiple perform...
 
IRJET - Mechanical and Wear Properties of Friction Stir Welding of Alumin...
IRJET -  	  Mechanical and Wear Properties of Friction Stir Welding of Alumin...IRJET -  	  Mechanical and Wear Properties of Friction Stir Welding of Alumin...
IRJET - Mechanical and Wear Properties of Friction Stir Welding of Alumin...
 
IRJET- Improving the Performance of M42 Twist Drill Tool
IRJET- Improving the Performance of M42 Twist Drill ToolIRJET- Improving the Performance of M42 Twist Drill Tool
IRJET- Improving the Performance of M42 Twist Drill Tool
 
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- 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...
 
Material Selection
Material SelectionMaterial Selection
Material Selection
 
Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...
Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...
Analysis of Surface Roughness for Cylindrical Stainless Steel Pipe (Ss 3163) ...
 
A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...
A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...
A Review on Optimization of Cutting Parameters for Improvement of Surface Rou...
 
Prediction of output Responses in Milling of Casted Aluminum by using ANN
Prediction of output Responses in Milling of Casted Aluminum by using ANNPrediction of output Responses in Milling of Casted Aluminum by using ANN
Prediction of output Responses in Milling of Casted Aluminum by using ANN
 
Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...
Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...
Optimization of Process Parameters for CNC Turning using Taguchi Methods for ...
 

Similar to IRJET- Analysis of Dimpled Sheet and its Optimization using Taguchi Method

IRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace ApplicationsIRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace ApplicationsIRJET Journal
 
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace ApplicationsIRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace ApplicationsIRJET Journal
 
IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...
IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...
IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...IRJET Journal
 
IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...
IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...
IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...IRJET Journal
 
IRJET - Characteristics of Butt Joint Produced by Friction Stir Welding Process
IRJET - Characteristics of Butt Joint Produced by Friction Stir Welding ProcessIRJET - Characteristics of Butt Joint Produced by Friction Stir Welding Process
IRJET - Characteristics of Butt Joint Produced by Friction Stir Welding ProcessIRJET 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
 
Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...
Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...
Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...IRJET Journal
 
Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...
Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...
Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...IRJET Journal
 
Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...
Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...
Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...IRJET Journal
 
IRJET- Assessment of Mechanical Properties of Bamboo and its Compatibilty...
IRJET-  	  Assessment of Mechanical Properties of Bamboo and its Compatibilty...IRJET-  	  Assessment of Mechanical Properties of Bamboo and its Compatibilty...
IRJET- Assessment of Mechanical Properties of Bamboo and its Compatibilty...IRJET Journal
 
IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...
IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...
IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...IRJET Journal
 
IRJET- Design and Development of a Bandsaw Machine Roller Bracket for Wei...
IRJET-  	  Design and Development of a Bandsaw Machine Roller Bracket for Wei...IRJET-  	  Design and Development of a Bandsaw Machine Roller Bracket for Wei...
IRJET- Design and Development of a Bandsaw Machine Roller Bracket for Wei...IRJET Journal
 
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
 
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 AlloysIRJET Journal
 
IRJET- Value Analysis of Upright for an All-Terrain Vehicle
IRJET- Value Analysis of Upright for an All-Terrain VehicleIRJET- Value Analysis of Upright for an All-Terrain Vehicle
IRJET- Value Analysis of Upright for an All-Terrain VehicleIRJET Journal
 
IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...
IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...
IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...IRJET Journal
 
IRJET- A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...
IRJET-  	  A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...IRJET-  	  A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...
IRJET- A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...IRJET Journal
 
Paper id 37201539
Paper id 37201539Paper id 37201539
Paper id 37201539IJRAT
 

Similar to IRJET- Analysis of Dimpled Sheet and its Optimization using Taguchi Method (20)

IRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace ApplicationsIRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
 
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace ApplicationsIRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
IRJET- Experimental Analysis of Aluminium Alloys for Aerospace Applications
 
IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...
IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...
IRJET- Optimization Machining Parameters in a Turning Operation of Steels to ...
 
Ae4103177185
Ae4103177185Ae4103177185
Ae4103177185
 
H012264250
H012264250H012264250
H012264250
 
IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...
IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...
IRJET- Analysis of Cutting Process Parameter During Turning of EN 31 for Mini...
 
IRJET - Characteristics of Butt Joint Produced by Friction Stir Welding Process
IRJET - Characteristics of Butt Joint Produced by Friction Stir Welding ProcessIRJET - Characteristics of Butt Joint Produced by Friction Stir Welding Process
IRJET - Characteristics of Butt Joint Produced by Friction Stir Welding Process
 
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'...
 
Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...
Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...
Optimization of Tool Wear and Cutting Force By Effective Use of Cutting Param...
 
Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...
Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...
Experimental Analysis on TIG welding process parameters of SS304 By Using Tag...
 
Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...
Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...
Review on Influence of Cooling Technique on Tool Wear in Turning of Titanium ...
 
IRJET- Assessment of Mechanical Properties of Bamboo and its Compatibilty...
IRJET-  	  Assessment of Mechanical Properties of Bamboo and its Compatibilty...IRJET-  	  Assessment of Mechanical Properties of Bamboo and its Compatibilty...
IRJET- Assessment of Mechanical Properties of Bamboo and its Compatibilty...
 
IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...
IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...
IRJET- Investigation of Mechanical Properties of Poly Lactic Acid Embedded Na...
 
IRJET- Design and Development of a Bandsaw Machine Roller Bracket for Wei...
IRJET-  	  Design and Development of a Bandsaw Machine Roller Bracket for Wei...IRJET-  	  Design and Development of a Bandsaw Machine Roller Bracket for Wei...
IRJET- Design and Development of a Bandsaw Machine Roller Bracket for Wei...
 
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...
 
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- Value Analysis of Upright for an All-Terrain Vehicle
IRJET- Value Analysis of Upright for an All-Terrain VehicleIRJET- Value Analysis of Upright for an All-Terrain Vehicle
IRJET- Value Analysis of Upright for an All-Terrain Vehicle
 
IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...
IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...
IRJET- Experimental and Analytical Performance of Composite Laminated Timber ...
 
IRJET- A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...
IRJET-  	  A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...IRJET-  	  A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...
IRJET- A Study on Mechanical Properties of Al 7075 Reinforced with TiC Pa...
 
Paper id 37201539
Paper id 37201539Paper id 37201539
Paper id 37201539
 

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 STRUCTUREIRJET 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 CharacteristicsIRJET 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 ADASIRJET 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 ProIRJET 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 SystemIRJET 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 bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET 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 DesignIRJET 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

CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college projectTonystark477637
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escortsranjana rawat
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)simmis5
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130Suhani Kapoor
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSRajkumarAkumalla
 

Recently uploaded (20)

CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Isha Call 7001035870 Meet With Nagpur Escorts
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
 

IRJET- Analysis of Dimpled Sheet and its Optimization using Taguchi Method

  • 1. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1154 Analysis of Dimpled Sheet and its Optimization using Taguchi Method Shruti Ambadkar1, Ankita Balel2, Shubham Harer3, Srinivas kadam4 1,2,3,4Department of Mechanical Engineering, Sinhagad Institute of Technology and Science, Narhe, Pune, India -----------------------------------------------------------------***----------------------------------------------------------------------- Abstract – The dimpling process converts plain sheet into a dimpled sheet which gives higher energy absorption performance in various materials. In this paper effect of dimpling process on mechanical properties like tensile strength, a Yield strength of mild steel, stainless steel and aluminum was studied experimentally and numerically. First sheets were analyzed experimentally by using Taguchi’s optimization method. Experimentally the manufacturing of the dimpled sheet was done by a punch and die tools. In this paper mild steel, aluminum and stainless-steel dimple sheet properties were evaluated for various properties numerical simulation of dimpling process was done in Ansys software. The simulation of the dimpling process and tensile test of the plain and dimpled specimens predicted similar behavior to experimental measurements and tests. Keywords – Taguchi method, orthogonal arrays, S/N ratio, DOE I. INTRODUCTION The dimpling process is a cold roll forming process which includes dimpling of a flat strip. It is done to improve the material properties of the respective strip or material and its structural properties also maintaining minimum strip thickness. In this process punch and die, the method is used because it allows better flexibility regarding to size, dimension and efficiency. Solid metal pie is used in operation of punch an die, a punch is situated vertically above the die. Dimpling process is thus done by using a punch and die method. Proper material selection was done for better design and its optimization. Thus, by looking at various parameters aluminum, stainless steel and mild steel were selected. Various tests like chemical composition, tensile test, stress-strain graph have been concluded before the optimization. First tests have been done of a plain sheet and later on for dimpled sheet. After all these processes, the Taguchi method is used for optimization. Taguchi methods are statistical methods developed by Genichi Taguchi to improve the quality of manufactured goods and more currently also applied to engineering, biotechnology, marketing and advertising. However, Taguchi got to know methods of identifying those noise sources, which have the greatest effects on product variability. After applying the same, optimum values have been found out for each material. As it is trial and error method aim was to increase the strength of the dimpled sheet as the dimpling process increases the strength of the material. II. METHODOLOGY: 1. MATERIAL SELECTION: Material selection is the main part or step in the design of the component or selection of the component. It is the easiest and simple step but it is the main step which has a huge impact or drastic change on the extreme performance of the component. It is the most effective step in design engineering. The industrialization and commercialization of the final component rely on proper material selection. If a proper material selection is not done than even the best design can be failed. Criteria for material selection: Material selection can be done on the basis of their properties and depending upon our needs for the design of the component. For the best outcome, the proper material combination is selected. Properties like mechanical properties, wear and corrosion, ability to manufacture, economically feasible, availability in suitable sizes. The material must have strength and stiffness values. Should be anti-corrosive should not be extremely prone to corrosion. The material should be able to machine at a minimum cost. We should try to ensure the required sizes of material which are easily available. 2. MATERIAL TESTING: I. MILD STEEL: Mild steel is lighter in weight as compared to stainless steel since it has less carbon content. Mild steel is also relatively cheaper than other materials with similar mechanical properties. 1.1 Properties: Grade – 40800 Standard – IS: 737-2008 VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 2. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1155 1.2 Chemical Properties: Tensile Test: II. ALUMINIUM: Aluminium is extremely strong in spite of its lightweight as its density is almost one-third of that of steel. The surface of aluminium oxidises immediately when it comes in contact with oxygen from the air and protects the material underneath against corrosion. Thus, aluminium is corrosion resistant and protects itself. Aluminium can even withstand extreme temperatures without its properties being compromised. In extreme cold aluminium becomes even tougher and its hardness increases. 2.1 Properties: Grade – 40800 Standard – IS: 737-2008 2.2 Chemical Properties: Tensile Test: III. Stainless steel: Stainless steel is low carbon steel that must have a minimum of 10% chromium. The addition of chromium to the steel causes the formation of a chromium-oxide film which gives stainless steel its unique properties such as its resistance to corrosion and its ability to heal itself when in the presence of oxygen. 3.1 Properties: Grade – X 04 Ci 19 Ni 9 Standard – IS: 6911:1992/AISI 304 3.2 Chemical Properties: Tensile Test: Experimental Procedure for UTM: Yield strength 186 Tensile strength 310 % elongation 34.7 Yield strength 154 Tensile strength 168 % elongation 4.42 VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 3. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1156 1. Place the metal sheet correctly under Universal Testing Machine (UTM). 2. Place the load applying tool in UTM. 3. Fix correctly the tool to avoid any irregularities or errors. 4. Bring the load very close to the specimen. 5. Align the specimen with respect to the load applying tool. 6. Bring the indicator to absolute zero. 7. Start applying load on the specimen. 8. As we apply load on the specimen, the body starts to deform. 9. Perform this experiment for required loads Tensile test for plain sheets: The tensile test is carried out on a Universal testing machine. Dimensions of the test specimen are as follows Length=300 mm Breadth = 30 mm Thickness= 1mm The following results on Ultimate tensile strength and yield strength were obtained. Material UTS ( Kg- N/mm2) Yield Strength (Kg- N/mm2 % Elongation Stainless steel 578 323 30.76 Mild steel 310 186 34.7 Aluminium 168 154 4.42 Fig: Stress Vs Strain graph for plain aluminium sheet Yield strength 373 Tensile strength 578 % elongation 30.76 VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 4. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1157 Fig Stress Vs Strain graph for plain Stainless-Steel sheet Fig. Stress Vs Strain graph for plain mild Steel sheet Taguchi Method The Taguchi method is a powerful tool for designing high-quality systems. The approach is based on the Taguchi method, the signal-to-noise (S/N) ratio and the analysis of variance (ANOVA) are employed to study the performance characteristics. The Dimpling process is a novel cold roll forming process that involves dimpling of a rolled flat strip prior to the roll forming operation. This process is done to upgrade the material properties and the subsequent product`s structural performance while maintaining a minimum strip thickness. Taguchi Methodology Taguchi’s method is a powerful technique for the design of a high-quality system. It provides not only, an efficient, but also a systematic way to optimize designs for performance and quality. The methodology used: • Identify the quality characteristics and select process parameters to be evaluated. • Select the appropriate orthogonal array and assign these parameters to the orthogonal array & design the matrix. • Conduct the experiments as per the design matrix based on the arrangement of the orthogonal array. & Recording of responses • Analyse the experimental results using the signal to noise(S/N) ratio and analysis of variance (ANOVA) by using Design Expert software. Taguchi specified three situations Based on a Design of Experiments (DOE) methodology for determining parameter levels DOE is an important tool for designing processes and products. A method for quantitatively identifying the right inputs and parameter levels for making a high-quality product or service. 1) Larger the better (for example, agricultural yield) 2) Smaller the better (for example, carbon dioxide emissions); and 3) On-target, minimum-variation (for example, a mating part in an assembly). VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 5. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1158 Orthogonal Arrays Taguchi's orthogonal arrays are highly fractional orthogonal designs. These designs can be used to estimate main effects using only a few experimental runs. Consider the L4 array shown in the next Figure. The L4 array is denoted as L4(2^3). L4 means the array requires 4 runs. 2^3 indicates that the design estimates up to three main effects at 2 levels each. The L4 array can be used to estimate three main effects using four runs provided that the two factor and three-factor interactions can be ignored. Depth Centre distance Diameter 1 10 2 2 12 3 Fig: Original variation Table Sr. No Depth Distance Diameter A 1 10×10 2 B 1 12×12 3 C 2 10×10 3 D 2 12×12 2 Thus, we manufacture dimpled sheets for the above variations for the three selected materials. After manufacturing of these dimpled sheets for the 4 given variations, we performed a tensile test for all the manufactured specimens on UTM. Tensile test for dimpled sheets: 1. Aluminium: Sr.no 1 2 3 4 Depth 1 2 1 2 Centre Distance 12 10 10 12 Diameter 3 3 2 2 UTS 156 114 172 116 Yield Strength 142 96 146 93 VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 6. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1159 2. Stainless Steel: Sr.no 1 2 3 4 Depth 1 2 1 2 Centre Distance 12 10 10 12 Diameter 3 3 2 2 UTS 564 567 582 582 Yield Strength 279 259 259 295 3. Mild Steel: Sr.no 1 2 3 4 Depth 1 2 1 2 Centre Distance 12 10 10 12 Diameter 3 3 2 2 UTS 336 329 339 333 Yield Strength 241 225 238 243 VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 7. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1160 Optimization by Taguchi Method: Optimization of the process parameters is done to have great control over quality productivity and cost aspects of the process. For optimization process values obtained of UTS for respective material has been added. UTS Results for Mild Steel, Analysis of created Taguchi Design Selection of analysis of Taguchi's design in Minitab software. For designing high- quality system Taguchi's method is a powerful tool. III. RESULT The result has been obtained for the three material i.e. Aluminium, mild steel and stainless steel. The value for the S/N ratio and standard deviation has been found out for all three. Their values can be used for the optimization process. The S/N ratio in the table was evaluated by using the equation. The evaluated mean S/N ratio with various factors at the various level are summarized in the S/N ratio response table, the procedure was also followed for aluminium and stainless steel. 1. Aluminium: Table no 4.7 Optimization for Aluminium using Minitab software: 2. Mild Steel: Table no 4.8 Optimization for Mild Steel Minitab software: 3. Stainless steel: Table no 4.9 Optimization for Stainless Steel Minitab software: VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 8. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1161 IV. RESULT AND DISCUSSION Aluminium: The values of the signal to noise ratio for aluminium for larger is better criteria are given in the table below. Table no.5.1 Response Table for signal to noise ratio Levels Depth Centre distance Diameter 1 44.29 42.92 43.00 2 41.21 42.58 42.50 Graph no. 5.1 Mean of SN Ratio of Aluminium The figure shows that S/N ratio is highest at lower level i.e. 1mm for depth and at 2mm diameter. The plot for distance is almost horizontal showing that S/N ratio is unaffected by the change in the level of distance. Hence it shows that the combination of a high level of depth and diameter along with any level of distance can give the minimum S/N ratio in the design. From the above table no.5.1, we can see that the best combination occurs for level 1 at depth, centre distance and diameter. The values of these parameters at the given level are noted in the table below. Table no.5.2 Optimized values of selected parameters Depth(mm) Centre distance(mm) diameter UTS (Kg- N/mm2 ) 1 10 2 172 Stainless steel: The values of the signal to noise ratio for Stainless Steel for larger is better criteria are given in the table below: Table No: Response Table for the signal to noise ratio Levels Depth Centre Distance Diameter 1 55.16 55.19 55.30 2 55.19 55.16 55.05 Graph no. 5.2 Mean of SN Ratio Stainless steel VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 9. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1162 In order to minimize the variability, the aim is to minimize the standard deviation. Fig shows signal to noise ratio is lower at a higher level, i.e. 1mm depth and at 2mm diameter. The plot of distance is almost horizontal that S/N ratio is unaffected by the change in the level of distance. Hence it shows that the combination of the low level of depth and diameter along with any level of distance can give maximum S/N ratio in the design. From the above table, we can see that the best combination occurs for level 2 at depth, level 1 for centre distance and diameter. The values of these parameters at the given level are noted in the table below. Table no.5.4 Optimized values of selected parameters Depth Centre distance Diameter UTS (Kg- N/mm2) 2 10 2 582 Mild Steel: The values of the signal to noise ratio for Mild Steel for larger is better criteria are given in the table below. Table no.5.5 Response Table for signal to noise ratio Levels Depth Centre Distance Diameter 1 50.57 50.47 50.59 2 50.40 50.49 50.44 Graph no.5.3 Mean of SN Ratio of mild steel The figure shows that S/N ratio is highest at lower level i.e 1mm for depth and at 2mm diameter. The plot for distance is almost horizontal showing that S/N ratio is unaffected by the change in the level of distance. Hence it shows that the combination of a high level of depth and diameter along with any level of distance can give the minimum S/N ratio in the design. From table no. we can see that the best combination occurs for level 1 at depth, level 2 for centre distance and diameter. The values of these parameters at the given level are noted in the table below [15]. Table No: Optimized values of the selected parameter Depth Centre distance Diameter UTS (Kg- N/mm2) 1 12 3 336 V. CONCLUSIONS This project illustrates the application of the parameter design (Taguchi method) in the optimized results of a dimpled sheet. The conclusions can be drawn based on the above experimental of this study are that:  For Mild Steel Taguchi design has been successfully applied to obtain a design which gives the better result of the dimpled sheet as compared to a plain sheet. The analysis suggests that the combination of depth 1mm, centre distance 12mm and diameter 3mm with the UTS value of 582 results into the design of optimum value. VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072
  • 10. INTERNATIONAL RESEARCH JOURNAL OF ENGINEERING AND TECHNOLOGY (IRJET) E-ISSN: 2395-0056 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1163  For Aluminium Taguchi design has been successfully applied to obtain a design which gives the better result of the dimpled sheet as compared to the plain sheet. The analysis suggests that the combination of (Taguchi method) in the optimization of the dimpled sheet. The conclusions can be drawn based on the above experimental results of this study is that Taguchi’s Method of parameter design can be performed with the lesser number of experimentations as compared to that of full factorial analysis and yields similar results. It is found that the parameter design of the Taguchi method provides a simple, systematic, and efficient methodology for optimizing the process parameters.  For Stainless Steel Taguchi design has been successfully applied to obtain a design which gives the better result of the dimpled sheet as compared to the plain sheet. The analysis suggests that the combination of depth 2mm, centre distance 10mm and diameter 2mm with the UTS value of 336 results into the design of optimum value. For Mild Steel Taguchi design has been successfully applied to obtain a design which gives the better result of the dimpled sheet as compared to the plain sheet. The analysis suggests that the combination of depth 1mm, centre distance 12mm and diameter 3mm with the UTS value of 582 results into the design of optimum value. ACKNOWLEDGEMENT The authors are thankful to the “Hadley Group” research work for providing essential data and reference for this study. REFERENCES 1. V.B. Nguyen, C.J. Wang, D.J. Mynors, M.A. English and M.A Castellucci – Compressive Strength Tests and design 2. M. Lu, et al., “Novel customized manufacturable DFM solutions,” Proc. SPIE Photomask Technology 2012, vol. 8522, pp. 852223, December 2012. 3. Sergio Gomez and Francesc Moll. “Lithography aware regular cell design based on a predictive technology model.” J. Low Power Electronics, 6(4):1–14, 2010 4. B. Le Gratiet, F. Sundermann, J. Massin, et al., "Improved CD control for 45-40 nm CMOS logic patterning: anticipation for 32-28 nm", In Proceedings of SPIE Vol. 7638,76380A (2010) 5. Shi-Hao Chen, Ke-Cheng Chu, Jiing-Yuan Lin and Cheng-Hong Tsai “DFM/DFY practices during physical designs for timing, signal integrity, and power” 2007 IEEE conference. 6. Wing Chiu Tam and Shawn Blanton “To DFM or Not to DFM” IEEE Asia Pacific Conference on Circuits and Systems, 2006. 7. Raina Rajesh “What is DFM & DFY and Why Should I Care?” INTERNATIONAL TEST CONFERENCE 2009 8. Garg Manish, Kumar Aatish “Litho-driven Layouts for Reducing Performance Variability” IEEE 2005 9. Daehyun Jang, Naya Ha, Joo-Hyun Park, Seung-Weon Paek “DFM Optimization of Standard Cells Considering Random and Systematic Defect” International SoC Design Conference 2008 10. Sergio Gomez, Francesc Moll, Antonio Rubio “Design Guidelines towards Compact Litho-Friendly Regular cells” SPIE Photomask Technology 2012 11. "Design for Manufacturability" http://www.mentor.com/blogs/ 12. “Litho Friendly Design kit, a tool of DFM strategy”, (http://www.eetimes.com/electrical-engineers/education- training/tech-papers/4130133/Litho-Friendly-Design-Kit-A-Tool-of-DFM-Strategy) VOLUME: 06 ISSUE: 10 | OCT 2019 WWW.IRJET.NET P-ISSN: 2395-0072