SlideShare a Scribd company logo
1 of 7
Download to read offline
Solver
> A helpful Microsoft Excel application<
Week 3
Knorr-Bremse Group
About this module
The SOLVER is an Excel application
is an easy and fast tool for :
pp
is an easy and fast tool for :
• Solution of DOE equations
• Optimization of the Mean
• Optimization of the Variation
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 2/14
Solver in Excel
Extras
S l>Solver
The Solver function is not
at all installation activatedat all installation activated
automatically. In this case
you have to activate it over
the “Add Ins Manager”.the Add Ins Manager .
Extras
>Add Ins Manager
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 3/14
The Solver in Excel
Extras
>Solver
Mean or Targeting Model:
Term Effect Coef Factor Coef*Factor
Constant 104,563 1,0000 104,563
angle 64,458 32,229 0,5820 18,757
>enter value
>solve
Fix point 55,292 27,646 1,0000 27,646
Tension 49,542 24,771 1,0000 24,771
angle*peg 18,625 9,313 0,5820 5,420
angle*hook 13,208 6,604 0,5820 3,843
185,00 <-- MEAN or TARGET
Varaiblity Model:
Term Effect Coef Factor Coef*Factor
Constant 7,968 1,000 7,968
angle 4,048 2,024 0,582 1,178
Tension -4,081 -2,041 1,000 -2,041
angle*tension -5,301 -2,65 0,582 -1,542
5 563 Sd5,563 <--- Sdev
angle coded value actual value
-1 140
1 180
171,6
Alternative
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 4/14
The catapult optimization
Ball type
6Rubber band -
fix point Rubber band -
tension adjustment
4 4
Rubber band5
6
Stop -Position3
4
2
3
4
2
2
345
1
2
Tension angle
6
1
1
26
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 5/14
Use of solver at the catapult example
In the file „Solver exersice.xls you find the results of a DOE
with the catapult and linked to the Solver. In order to get the
d l h t th i t l l i t Mi it bmodel we have to copy the experimental plan into Minitab.
The evaluation can be done for the single mean values and
the standard deviationthe standard deviation.
Angle Factor RT Factor RF Result 1 Result 2 Result 3Angle Factor RT Factor RF Result 1 Result 2 Result 3
1 -1 -1 85 74 58
1 -1 1 128 132 122
1 1 -1 150 145 120,5
1 1 1 215 208 204
-1 -1 -1 32 5 36 38 5-1 -1 -1 32,5 36 38,5
-1 -1 1 69 80 68
-1 1 -1 68 81,5 68,5
Factor RT: Rubber Tension Factor RF: Rubber Fix Point
-1 1 1 114 101,5 110,5
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 6/14
Factor RT: Rubber Tension Factor RF: Rubber Fix Point
Solver, further steps
Copy the Matrix in Minitabpy
• Calculate Standard Deviation
• Define Custom Factorial DesignDefine Custom Factorial Design
•DOE Analysis•DOE Analysis
• Define equation for mean value
D fi ti f V i ti• Define equation for Variation
•Create Excel sheet for evaluation with SOLVER
• Model for Mean• Model for Mean
• Model for Variation
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 7/14
Create model in Minitab
Analyze DOE and establish Excel table for Solver (for this example):
1. Copy Excel matrix in Minitab
2. Stack results R1, R2, R3, in column R1
3. Copy factor settings 2 times
4. Insert new column after column R3 and calculate standard deviation
Calc > Row Statistics
5. Define matrix for DOE evaluation
Stat > DOE > Define Custom Factorial Design
6 DOE evaluation for averages and standard Deviation6. DOE evaluation for averages and standard Deviation
Stat > DOE > Analyze Factorial Design
7. Establish equation (model) with significant factors/interactions (P-value!)
8 Transfer model in Excel for averages and standard deviation8. Transfer model in Excel for averages and standard deviation
• Form sum from all Coef x Factors (use excel functions) Target Cell
• Define Changing Cells
• Define Constraints for changing cells
• Enter required value in Target cell field Target Cell
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 8/14
The Solver in Excel
Definitions: 1
2
1) Target cell:
3
1) Target cell:
Cell which shows the result of the
equation
(M & StD )
4
(Mean & StDev)
2) Target value:
Defined value for target cell
(Target for Mean & StDev)
3) Changing cells:
Cells which changes
corresponding the Target value
The following operators can be used for
constraints:
Sign Meaningcorresponding the Target value
(Setting of the factors, „Factor
level“)
Sign Meaning
<= smaller equal
>= bigger equal
= equal
4) Constraints:
Conditions for changing cells
= equal
Integer integer (for changing cells only)
bin Binary (for changing cells only)
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 9/14
(Constraints for settings)
Solution of a problem with Solver
1. Click in the Menu Extras on Solver.
(Is the command Solver in menu Extras not shown, activate with “Add-In
M ”)Manager”)
The procedureThe procedure
2 Enter in the field Target Cell a cell relation or a name for the Target cell2. Enter in the field Target Cell a cell relation or a name for the Target cell.
The Target cell has to include an equation.
3. To define the highest value for the Target cell, click on Max.
To define the lowest value for the Target cell, click on Min.
To define a certain value in the Target cell, enter the corresponding
value in this field.
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 10/14
Solution of a problem with Solver
4 Enter in the field Changing Cells the name or the cell relation for the4. Enter in the field Changing Cells the name or the cell relation for the
changing cells, separate not adjacent relations with a semicolon. The
changing cells have to have a direct or indirect relation to the Target cell.
You can define up to 200 changing cellsYou can define up to 200 changing cells.
If solver shall calculate automatically the values of depending cellsIf solver shall calculate automatically the values of depending cells
based on the value in the Target cell, click on estimate.
5. Enter in the field Subject to the Constraints the applicable constraints.
6. Click on solve.
7 I d t h th lt i th t bl li k i th di l b lt7. In order to show the results in the table click in the dialog box result
click on use solution.
In order to see the origin values again click on restore start values.
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 11/14
Summary
If you analyze a DOE and calculate the effects of the factors
and the interactions you are able to establish an empirical equationand the interactions you are able to establish an empirical equation
(mathematical Model). With the SOLVER function the equation can
be solved in order to optimize the described process in respect tobe solved in order to optimize the described process in respect to
required response:
Factor adjustment for optimized Mean value
Factor adjustment for optimized Standard deviation
Optimization of Std. dev. In relation to Mean and versus
Attention consider error term in calculation!
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 12/14
Attention, consider error term in calculation!
Solver in Excel (English Version)
Extras
S l>Solver
The Solver function is not
at all installation activatedat all installation activated
automatically. In this case
you have to activate it over
the “Add Ins Manager”.the Add Ins Manager .
Extras
>Add Ins Manager
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 13/14
Solver in Excel (Hungary Version)
Extras
S l>Solver
The Solver function is not
at all installation activatedat all installation activated
automatically. In this case
you have to activate it over
the “Add Ins Manager”.the Add Ins Manager .
Extras
>Add Ins Manager
Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 14/14

More Related Content

What's hot

Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of Covariates
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of CovariatesJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of Covariates
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of CovariatesJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical Methods
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical MethodsJavier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical Methods
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical MethodsJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...J. García - Verdugo
 
Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...
Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...
Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...CHENNAKESAVA KADAPA
 
Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014JakKy Kitmanacharounpong
 
Univariate analysis of variance
Univariate analysis of varianceUnivariate analysis of variance
Univariate analysis of variancedian Arrachman
 
Time Series Assignment- Household Electricity Consumption
Time Series Assignment- Household Electricity ConsumptionTime Series Assignment- Household Electricity Consumption
Time Series Assignment- Household Electricity ConsumptionBala Gowtham
 
Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014JakKy Kitmanacharounpong
 

What's hot (15)

Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of Covariates
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of CovariatesJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of Covariates
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Analysis of Covariates
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Reliability
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Attributive Data (MSA)
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Statistical Toleran...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Analysis of Measure...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Monte Carlo Simulat...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Minitab - Graphical...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical Methods
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical MethodsJavier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical Methods
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Statistical Methods
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W1 Cause and Effect An...
 
Tolerance Stacks
Tolerance StacksTolerance Stacks
Tolerance Stacks
 
Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...
Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...
Inf-Sup Stable Displacement-Pressure Combinations for Isogeometric Analysis o...
 
Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 6 version 1 - Mark scheme - May Jun 2014
 
Univariate analysis of variance
Univariate analysis of varianceUnivariate analysis of variance
Univariate analysis of variance
 
Time Series Assignment- Household Electricity Consumption
Time Series Assignment- Household Electricity ConsumptionTime Series Assignment- Household Electricity Consumption
Time Series Assignment- Household Electricity Consumption
 
Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014
Physics 0625 - Paper 2 version 1 - Mark scheme - May Jun 2014
 

Viewers also liked

INTRODUCTION TO MICROSOFT EXCEL FOR BEGINEER
INTRODUCTION TO MICROSOFT EXCEL FOR BEGINEERINTRODUCTION TO MICROSOFT EXCEL FOR BEGINEER
INTRODUCTION TO MICROSOFT EXCEL FOR BEGINEERBESOR ACADEMY
 
Introduction to Microsoft Excel for beginners
Introduction to Microsoft Excel for beginnersIntroduction to Microsoft Excel for beginners
Introduction to Microsoft Excel for beginnersBlogger Mumma
 
FEATURES OF MICROSOFT EXCEL
FEATURES OF MICROSOFT EXCELFEATURES OF MICROSOFT EXCEL
FEATURES OF MICROSOFT EXCELpawa9pawa
 
20 Unique Uses of Excel Spreadsheets
20 Unique Uses of Excel Spreadsheets20 Unique Uses of Excel Spreadsheets
20 Unique Uses of Excel SpreadsheetsNick Weisenberger
 
Uses & applications of microsoft excel in vph research
Uses & applications of microsoft excel in vph researchUses & applications of microsoft excel in vph research
Uses & applications of microsoft excel in vph researchDr Alok Bharti
 
Intro to Microsoft Word 2010 for Kids
Intro to Microsoft Word 2010 for Kids Intro to Microsoft Word 2010 for Kids
Intro to Microsoft Word 2010 for Kids Queens Library
 
Microsoft Word 2010 Beginning Class
Microsoft Word 2010 Beginning ClassMicrosoft Word 2010 Beginning Class
Microsoft Word 2010 Beginning ClassLady_Informationado
 
Functions and formulas of ms excel
Functions and formulas of ms excelFunctions and formulas of ms excel
Functions and formulas of ms excelmadhuparna bhowmik
 
Introduction to Microsoft Office
Introduction to Microsoft OfficeIntroduction to Microsoft Office
Introduction to Microsoft OfficeCik Na Shohaili
 
Teaching Excel
Teaching ExcelTeaching Excel
Teaching Excelsam ran
 
01 microsoft office word 2007 (introduction and parts)
01 microsoft office word 2007 (introduction and parts)01 microsoft office word 2007 (introduction and parts)
01 microsoft office word 2007 (introduction and parts)benchhood
 
MS EXCEL PPT PRESENTATION
MS EXCEL PPT PRESENTATIONMS EXCEL PPT PRESENTATION
MS EXCEL PPT PRESENTATIONMridul Bansal
 
Microsoft word presentation
Microsoft word presentationMicrosoft word presentation
Microsoft word presentationegirshovich
 
Microsoft word basics ppt
Microsoft word basics pptMicrosoft word basics ppt
Microsoft word basics pptjdbutler13
 

Viewers also liked (16)

INTRODUCTION TO MICROSOFT EXCEL FOR BEGINEER
INTRODUCTION TO MICROSOFT EXCEL FOR BEGINEERINTRODUCTION TO MICROSOFT EXCEL FOR BEGINEER
INTRODUCTION TO MICROSOFT EXCEL FOR BEGINEER
 
Introduction to Microsoft Excel for beginners
Introduction to Microsoft Excel for beginnersIntroduction to Microsoft Excel for beginners
Introduction to Microsoft Excel for beginners
 
FEATURES OF MICROSOFT EXCEL
FEATURES OF MICROSOFT EXCELFEATURES OF MICROSOFT EXCEL
FEATURES OF MICROSOFT EXCEL
 
20 Unique Uses of Excel Spreadsheets
20 Unique Uses of Excel Spreadsheets20 Unique Uses of Excel Spreadsheets
20 Unique Uses of Excel Spreadsheets
 
Uses & applications of microsoft excel in vph research
Uses & applications of microsoft excel in vph researchUses & applications of microsoft excel in vph research
Uses & applications of microsoft excel in vph research
 
Intro to Microsoft Word 2010 for Kids
Intro to Microsoft Word 2010 for Kids Intro to Microsoft Word 2010 for Kids
Intro to Microsoft Word 2010 for Kids
 
Ppt on ms excel
Ppt on ms excelPpt on ms excel
Ppt on ms excel
 
Microsoft Word 2010 Beginning Class
Microsoft Word 2010 Beginning ClassMicrosoft Word 2010 Beginning Class
Microsoft Word 2010 Beginning Class
 
Functions and formulas of ms excel
Functions and formulas of ms excelFunctions and formulas of ms excel
Functions and formulas of ms excel
 
Introduction to Microsoft Office
Introduction to Microsoft OfficeIntroduction to Microsoft Office
Introduction to Microsoft Office
 
Teaching Excel
Teaching ExcelTeaching Excel
Teaching Excel
 
Introduction to microsoft word 2007
Introduction to microsoft word 2007Introduction to microsoft word 2007
Introduction to microsoft word 2007
 
01 microsoft office word 2007 (introduction and parts)
01 microsoft office word 2007 (introduction and parts)01 microsoft office word 2007 (introduction and parts)
01 microsoft office word 2007 (introduction and parts)
 
MS EXCEL PPT PRESENTATION
MS EXCEL PPT PRESENTATIONMS EXCEL PPT PRESENTATION
MS EXCEL PPT PRESENTATION
 
Microsoft word presentation
Microsoft word presentationMicrosoft word presentation
Microsoft word presentation
 
Microsoft word basics ppt
Microsoft word basics pptMicrosoft word basics ppt
Microsoft word basics ppt
 

Similar to Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Solver

Fractional Factorial Designs
Fractional Factorial DesignsFractional Factorial Designs
Fractional Factorial DesignsThomas Abraham
 
Compensator Design and parameters modification using Bode plot and root locus
Compensator Design and parameters modification using Bode plot and root locusCompensator Design and parameters modification using Bode plot and root locus
Compensator Design and parameters modification using Bode plot and root locusMIbrar4
 
linearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptxlinearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptxKOUSHIkPIPPLE
 
Excel Solver(By Mahsa Rezaei)
Excel Solver(By Mahsa Rezaei)Excel Solver(By Mahsa Rezaei)
Excel Solver(By Mahsa Rezaei)mahsa rezaei
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptxDejeneDay
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptxDejeneDay
 
EMERSON EDUARDO RODRIGUES Optimization and lp
EMERSON EDUARDO RODRIGUES Optimization and lpEMERSON EDUARDO RODRIGUES Optimization and lp
EMERSON EDUARDO RODRIGUES Optimization and lpEMERSON EDUARDO RODRIGUES
 
Lpp through graphical analysis
Lpp through graphical analysis Lpp through graphical analysis
Lpp through graphical analysis YuktaBansal1
 
Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...
Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...
Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...KarenMiner
 
Evans_Analytics2e_ppt_13.pptxbbbbbbbbbbb
Evans_Analytics2e_ppt_13.pptxbbbbbbbbbbbEvans_Analytics2e_ppt_13.pptxbbbbbbbbbbb
Evans_Analytics2e_ppt_13.pptxbbbbbbbbbbbVikasRai405977
 
lanen_5e_ch05_student.ppt
lanen_5e_ch05_student.pptlanen_5e_ch05_student.ppt
lanen_5e_ch05_student.pptSURAJITDASBAURI
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal Data
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal DataJavier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal Data
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal DataJ. García - Verdugo
 
1 P a g e ME 350 Project 2 Posted February 26.docx
1  P a g e   ME 350 Project 2  Posted February 26.docx1  P a g e   ME 350 Project 2  Posted February 26.docx
1 P a g e ME 350 Project 2 Posted February 26.docxoswald1horne84988
 

Similar to Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Solver (20)

Excel solver
Excel solverExcel solver
Excel solver
 
Fractional Factorial Designs
Fractional Factorial DesignsFractional Factorial Designs
Fractional Factorial Designs
 
Predictive Modeling with Enterprise Miner
Predictive Modeling with Enterprise MinerPredictive Modeling with Enterprise Miner
Predictive Modeling with Enterprise Miner
 
Predictive Modeling with Enterprise Miner
Predictive Modeling with Enterprise MinerPredictive Modeling with Enterprise Miner
Predictive Modeling with Enterprise Miner
 
Compensator Design and parameters modification using Bode plot and root locus
Compensator Design and parameters modification using Bode plot and root locusCompensator Design and parameters modification using Bode plot and root locus
Compensator Design and parameters modification using Bode plot and root locus
 
linearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptxlinearprogramingproblemlpp-180729145239.pptx
linearprogramingproblemlpp-180729145239.pptx
 
Excel Solver(By Mahsa Rezaei)
Excel Solver(By Mahsa Rezaei)Excel Solver(By Mahsa Rezaei)
Excel Solver(By Mahsa Rezaei)
 
Excel solver
Excel solverExcel solver
Excel solver
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptx
 
chapter 2 revised.pptx
chapter 2 revised.pptxchapter 2 revised.pptx
chapter 2 revised.pptx
 
EMERSON EDUARDO RODRIGUES Optimization and lp
EMERSON EDUARDO RODRIGUES Optimization and lpEMERSON EDUARDO RODRIGUES Optimization and lp
EMERSON EDUARDO RODRIGUES Optimization and lp
 
Lpp through graphical analysis
Lpp through graphical analysis Lpp through graphical analysis
Lpp through graphical analysis
 
Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...
Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...
Solved Practice questions for Microsoft Querying Data with Transact-SQL 70-76...
 
Evans_Analytics2e_ppt_13.pptxbbbbbbbbbbb
Evans_Analytics2e_ppt_13.pptxbbbbbbbbbbbEvans_Analytics2e_ppt_13.pptxbbbbbbbbbbb
Evans_Analytics2e_ppt_13.pptxbbbbbbbbbbb
 
lanen_5e_ch05_student.ppt
lanen_5e_ch05_student.pptlanen_5e_ch05_student.ppt
lanen_5e_ch05_student.ppt
 
Tutorial ic design
Tutorial ic designTutorial ic design
Tutorial ic design
 
Design expert 9 tutorials 2015
Design expert 9 tutorials 2015Design expert 9 tutorials 2015
Design expert 9 tutorials 2015
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal Data
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal DataJavier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal Data
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Non Normal Data
 
1 P a g e ME 350 Project 2 Posted February 26.docx
1  P a g e   ME 350 Project 2  Posted February 26.docx1  P a g e   ME 350 Project 2  Posted February 26.docx
1 P a g e ME 350 Project 2 Posted February 26.docx
 
What's new in Design-Expert version 9?
 What's new in  Design-Expert version 9? What's new in  Design-Expert version 9?
What's new in Design-Expert version 9?
 

More from J. García - Verdugo

Javier Garcia - Verdugo Sanchez - The Poka - Yoke System
Javier Garcia - Verdugo Sanchez -  The Poka - Yoke SystemJavier Garcia - Verdugo Sanchez -  The Poka - Yoke System
Javier Garcia - Verdugo Sanchez - The Poka - Yoke SystemJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reuniones
Javier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reunionesJavier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reuniones
Javier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reunionesJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) Methodology
Javier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) MethodologyJavier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) Methodology
Javier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) MethodologyJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean Intro
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean IntroJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean Intro
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean IntroJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust Designs
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust DesignsJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust Designs
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust DesignsJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple Regression
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple RegressionJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple Regression
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple RegressionJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 StarterJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 StarterJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size J. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 StarterJavier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 StarterJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control Plan
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control PlanJavier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control Plan
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control PlanJ. García - Verdugo
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...J. García - Verdugo
 

More from J. García - Verdugo (17)

Javier Garcia - Verdugo Sanchez - The Poka - Yoke System
Javier Garcia - Verdugo Sanchez -  The Poka - Yoke SystemJavier Garcia - Verdugo Sanchez -  The Poka - Yoke System
Javier Garcia - Verdugo Sanchez - The Poka - Yoke System
 
Javier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reuniones
Javier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reunionesJavier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reuniones
Javier Garcia - Verdugo Sanchez - Trabajo en equipo y dirección de reuniones
 
Javier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) Methodology
Javier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) MethodologyJavier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) Methodology
Javier Garcia - Verdugo Sanchez - The 8D (Eigth Disciplines) Methodology
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Autocorrelation and...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean Intro
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean IntroJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean Intro
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Lean Intro
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust Designs
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust DesignsJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust Designs
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Taguchi Robust Designs
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 The Binary Logistic...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple Regression
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple RegressionJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple Regression
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Multiple Regression
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 StarterJavier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W4 Starter
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 DOE Optimization of...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 QFD Customer Requir...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Quality Function De...
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Financial Integration
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Sample Size
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 StarterJavier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Starter
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Starter
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control Plan
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control PlanJavier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control Plan
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Control Plan
 
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...
Javier Garcia - Verdugo Sanchez - Six Sigma Training - W2 Statistical Process...
 

Recently uploaded

main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...VICTOR MAESTRE RAMIREZ
 
Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHC Sai Kiran
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSCAESB
 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptSAURABHKUMAR892774
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfROCENODodongVILLACER
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.eptoze12
 
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxKartikeyaDwivedi3
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .Satyam Kumar
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AIabhishek36461
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvLewisJB
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxk795866
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxPoojaBan
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...Chandu841456
 
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call GirlsCall Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girlsssuser7cb4ff
 

Recently uploaded (20)

main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
VICTOR MAESTRE RAMIREZ - Planetary Defender on NASA's Double Asteroid Redirec...
 
Introduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECHIntroduction to Machine Learning Unit-3 for II MECH
Introduction to Machine Learning Unit-3 for II MECH
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentation
 
Arduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.pptArduino_CSE ece ppt for working and principal of arduino.ppt
Arduino_CSE ece ppt for working and principal of arduino.ppt
 
Risk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdfRisk Assessment For Installation of Drainage Pipes.pdf
Risk Assessment For Installation of Drainage Pipes.pdf
 
Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.Oxy acetylene welding presentation note.
Oxy acetylene welding presentation note.
 
Concrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptxConcrete Mix Design - IS 10262-2019 - .pptx
Concrete Mix Design - IS 10262-2019 - .pptx
 
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
🔝9953056974🔝!!-YOUNG call girls in Rajendra Nagar Escort rvice Shot 2000 nigh...
 
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
Churning of Butter, Factors affecting .
Churning of Butter, Factors affecting  .Churning of Butter, Factors affecting  .
Churning of Butter, Factors affecting .
 
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Serviceyoung call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AI
 
Work Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvvWork Experience-Dalton Park.pptxfvvvvvvv
Work Experience-Dalton Park.pptxfvvvvvvv
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptxIntroduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
 
Heart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptxHeart Disease Prediction using machine learning.pptx
Heart Disease Prediction using machine learning.pptx
 
An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...An experimental study in using natural admixture as an alternative for chemic...
An experimental study in using natural admixture as an alternative for chemic...
 
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call GirlsCall Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girls
 

Javier Garcia - Verdugo Sanchez - Six Sigma Training - W3 Solver

  • 1. Solver > A helpful Microsoft Excel application< Week 3 Knorr-Bremse Group About this module The SOLVER is an Excel application is an easy and fast tool for : pp is an easy and fast tool for : • Solution of DOE equations • Optimization of the Mean • Optimization of the Variation Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 2/14
  • 2. Solver in Excel Extras S l>Solver The Solver function is not at all installation activatedat all installation activated automatically. In this case you have to activate it over the “Add Ins Manager”.the Add Ins Manager . Extras >Add Ins Manager Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 3/14 The Solver in Excel Extras >Solver Mean or Targeting Model: Term Effect Coef Factor Coef*Factor Constant 104,563 1,0000 104,563 angle 64,458 32,229 0,5820 18,757 >enter value >solve Fix point 55,292 27,646 1,0000 27,646 Tension 49,542 24,771 1,0000 24,771 angle*peg 18,625 9,313 0,5820 5,420 angle*hook 13,208 6,604 0,5820 3,843 185,00 <-- MEAN or TARGET Varaiblity Model: Term Effect Coef Factor Coef*Factor Constant 7,968 1,000 7,968 angle 4,048 2,024 0,582 1,178 Tension -4,081 -2,041 1,000 -2,041 angle*tension -5,301 -2,65 0,582 -1,542 5 563 Sd5,563 <--- Sdev angle coded value actual value -1 140 1 180 171,6 Alternative Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 4/14
  • 3. The catapult optimization Ball type 6Rubber band - fix point Rubber band - tension adjustment 4 4 Rubber band5 6 Stop -Position3 4 2 3 4 2 2 345 1 2 Tension angle 6 1 1 26 Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 5/14 Use of solver at the catapult example In the file „Solver exersice.xls you find the results of a DOE with the catapult and linked to the Solver. In order to get the d l h t th i t l l i t Mi it bmodel we have to copy the experimental plan into Minitab. The evaluation can be done for the single mean values and the standard deviationthe standard deviation. Angle Factor RT Factor RF Result 1 Result 2 Result 3Angle Factor RT Factor RF Result 1 Result 2 Result 3 1 -1 -1 85 74 58 1 -1 1 128 132 122 1 1 -1 150 145 120,5 1 1 1 215 208 204 -1 -1 -1 32 5 36 38 5-1 -1 -1 32,5 36 38,5 -1 -1 1 69 80 68 -1 1 -1 68 81,5 68,5 Factor RT: Rubber Tension Factor RF: Rubber Fix Point -1 1 1 114 101,5 110,5 Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 6/14 Factor RT: Rubber Tension Factor RF: Rubber Fix Point
  • 4. Solver, further steps Copy the Matrix in Minitabpy • Calculate Standard Deviation • Define Custom Factorial DesignDefine Custom Factorial Design •DOE Analysis•DOE Analysis • Define equation for mean value D fi ti f V i ti• Define equation for Variation •Create Excel sheet for evaluation with SOLVER • Model for Mean• Model for Mean • Model for Variation Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 7/14 Create model in Minitab Analyze DOE and establish Excel table for Solver (for this example): 1. Copy Excel matrix in Minitab 2. Stack results R1, R2, R3, in column R1 3. Copy factor settings 2 times 4. Insert new column after column R3 and calculate standard deviation Calc > Row Statistics 5. Define matrix for DOE evaluation Stat > DOE > Define Custom Factorial Design 6 DOE evaluation for averages and standard Deviation6. DOE evaluation for averages and standard Deviation Stat > DOE > Analyze Factorial Design 7. Establish equation (model) with significant factors/interactions (P-value!) 8 Transfer model in Excel for averages and standard deviation8. Transfer model in Excel for averages and standard deviation • Form sum from all Coef x Factors (use excel functions) Target Cell • Define Changing Cells • Define Constraints for changing cells • Enter required value in Target cell field Target Cell Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 8/14
  • 5. The Solver in Excel Definitions: 1 2 1) Target cell: 3 1) Target cell: Cell which shows the result of the equation (M & StD ) 4 (Mean & StDev) 2) Target value: Defined value for target cell (Target for Mean & StDev) 3) Changing cells: Cells which changes corresponding the Target value The following operators can be used for constraints: Sign Meaningcorresponding the Target value (Setting of the factors, „Factor level“) Sign Meaning <= smaller equal >= bigger equal = equal 4) Constraints: Conditions for changing cells = equal Integer integer (for changing cells only) bin Binary (for changing cells only) Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 9/14 (Constraints for settings) Solution of a problem with Solver 1. Click in the Menu Extras on Solver. (Is the command Solver in menu Extras not shown, activate with “Add-In M ”)Manager”) The procedureThe procedure 2 Enter in the field Target Cell a cell relation or a name for the Target cell2. Enter in the field Target Cell a cell relation or a name for the Target cell. The Target cell has to include an equation. 3. To define the highest value for the Target cell, click on Max. To define the lowest value for the Target cell, click on Min. To define a certain value in the Target cell, enter the corresponding value in this field. Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 10/14
  • 6. Solution of a problem with Solver 4 Enter in the field Changing Cells the name or the cell relation for the4. Enter in the field Changing Cells the name or the cell relation for the changing cells, separate not adjacent relations with a semicolon. The changing cells have to have a direct or indirect relation to the Target cell. You can define up to 200 changing cellsYou can define up to 200 changing cells. If solver shall calculate automatically the values of depending cellsIf solver shall calculate automatically the values of depending cells based on the value in the Target cell, click on estimate. 5. Enter in the field Subject to the Constraints the applicable constraints. 6. Click on solve. 7 I d t h th lt i th t bl li k i th di l b lt7. In order to show the results in the table click in the dialog box result click on use solution. In order to see the origin values again click on restore start values. Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 11/14 Summary If you analyze a DOE and calculate the effects of the factors and the interactions you are able to establish an empirical equationand the interactions you are able to establish an empirical equation (mathematical Model). With the SOLVER function the equation can be solved in order to optimize the described process in respect tobe solved in order to optimize the described process in respect to required response: Factor adjustment for optimized Mean value Factor adjustment for optimized Standard deviation Optimization of Std. dev. In relation to Mean and versus Attention consider error term in calculation! Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 12/14 Attention, consider error term in calculation!
  • 7. Solver in Excel (English Version) Extras S l>Solver The Solver function is not at all installation activatedat all installation activated automatically. In this case you have to activate it over the “Add Ins Manager”.the Add Ins Manager . Extras >Add Ins Manager Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 13/14 Solver in Excel (Hungary Version) Extras S l>Solver The Solver function is not at all installation activatedat all installation activated automatically. In this case you have to activate it over the “Add Ins Manager”.the Add Ins Manager . Extras >Add Ins Manager Knorr-Bremse Group 05b BB W3 Solver, 04, D. Szemkus/H. Winkler Page 14/14