SlideShare a Scribd company logo
1 of 28
R&R Investigation Using Standard Data Analysis Tools   Antoine Megens, Salland Engineering [email_address]
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Distribution ,[object Object],[object Object],[object Object],Measured value(s) Nr of measured values
Variation ,[object Object],Location Spread Shape
Measurement Errors ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],Measurement Errors (cont’d) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Repeatability ,[object Object],[object Object],Repeatability
Reproducibility ,[object Object],[object Object],Reproducibility Appraiser A Appraiser B Appraiser C
Gage R&R ,[object Object],[object Object],Appraiser A Appraiser B Appraiser C GRR
Process Control ,[object Object],[object Object],[object Object],[object Object],[object Object],Prediction Time Prediction Time ? ? ? ? ? ? ? ? ? ? ? ? ? ?
Process Capability ,[object Object],Time Upper  Specification Limit Lower Specification Limit In control but not capable of meeting specifications (variation of common causes is excessive) In control and capable of meeting specifications (variation from common causes have been reduced)
Basic Statistics ,[object Object],[object Object],[object Object],[object Object],[object Object]
Cp and Cpk ,[object Object],Cpk=0.0 Cpk<0.0 Cpk=2.0 LSL USL Cp=2.0 Process shift = 50% outside test limits LSL USL Cp=2.0 Mean of measurements outside test limits LSL USL Cp=2.0 No process shift
Capability Table + Histogram
Repeatability Exercise ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Prepare reproducibility data sets ,[object Object],[object Object]
Reproducibility Table ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reproducibility Table + Box Plot
Range Method ,[object Object],[object Object],[object Object],[object Object]
Range Table n  = Number of parts d 2 *  = Table values of distribution  (m=appraisers, g=number of parts)
Average Range Method ,[object Object],[object Object],[object Object],[object Object]
Average Range + Range Control
ANOVA ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ANOVA versus Average/Range ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
ANOVA Table
Tools ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Filters ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank You Questions?

More Related Content

What's hot (20)

Measurement System Analysis
Measurement System AnalysisMeasurement System Analysis
Measurement System Analysis
 
Measurement systems analysis v1.1
Measurement systems analysis v1.1Measurement systems analysis v1.1
Measurement systems analysis v1.1
 
Msa training
Msa trainingMsa training
Msa training
 
Measuremen Systems Analysis Training Module
Measuremen Systems Analysis Training ModuleMeasuremen Systems Analysis Training Module
Measuremen Systems Analysis Training Module
 
Msa la
Msa laMsa la
Msa la
 
MSA
MSAMSA
MSA
 
Msa presentation
Msa presentationMsa presentation
Msa presentation
 
6.2 msa-gauge-r&r
6.2 msa-gauge-r&r6.2 msa-gauge-r&r
6.2 msa-gauge-r&r
 
02training material for msa
02training material for msa02training material for msa
02training material for msa
 
Msa 5 day
Msa 5 dayMsa 5 day
Msa 5 day
 
R&R Gage Analysis
R&R Gage AnalysisR&R Gage Analysis
R&R Gage Analysis
 
Measurement system analysis
Measurement system analysisMeasurement system analysis
Measurement system analysis
 
Measurement System Analysis
Measurement System AnalysisMeasurement System Analysis
Measurement System Analysis
 
Understanding Gage R&R Analysis
Understanding Gage R&R AnalysisUnderstanding Gage R&R Analysis
Understanding Gage R&R Analysis
 
MSA (GR&R)
MSA (GR&R)MSA (GR&R)
MSA (GR&R)
 
Gage r&r
Gage r&rGage r&r
Gage r&r
 
Measurement system analysis
Measurement system analysisMeasurement system analysis
Measurement system analysis
 
Attribute MSA
Attribute MSA Attribute MSA
Attribute MSA
 
Attribute MSA
Attribute MSAAttribute MSA
Attribute MSA
 
Msa training
Msa trainingMsa training
Msa training
 

Viewers also liked

7 qc tools and spc training, December. 2015
7 qc tools and spc training, December. 20157 qc tools and spc training, December. 2015
7 qc tools and spc training, December. 2015Shakehand with Life
 
six sigma & 7 qc tools
six sigma  &  7 qc tools six sigma  &  7 qc tools
six sigma & 7 qc tools Varmahk
 
7 qc tool presentation material
7 qc tool presentation material7 qc tool presentation material
7 qc tool presentation materialRashidi Johari
 
The Basics 7 QC Tools - ADDVALUE - Nilesh Arora
The Basics 7 QC Tools - ADDVALUE - Nilesh AroraThe Basics 7 QC Tools - ADDVALUE - Nilesh Arora
The Basics 7 QC Tools - ADDVALUE - Nilesh AroraADD VALUE CONSULTING Inc
 
Principles of design of experiments (doe)20 5-2014
Principles of  design of experiments (doe)20 5-2014Principles of  design of experiments (doe)20 5-2014
Principles of design of experiments (doe)20 5-2014Awad Albalwi
 
Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...
Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...
Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...Karthikeyan Kannappan
 
Pmp presentation chapter 1 to 7
Pmp presentation chapter 1 to 7Pmp presentation chapter 1 to 7
Pmp presentation chapter 1 to 7Saad Merie
 
FMEA Introduction.ppt
FMEA Introduction.pptFMEA Introduction.ppt
FMEA Introduction.pptbowerj
 
7 qc tools training material[1]
7 qc tools training material[1]7 qc tools training material[1]
7 qc tools training material[1]gurmukh singh
 

Viewers also liked (19)

Pfmea process fmea
Pfmea   process fmeaPfmea   process fmea
Pfmea process fmea
 
7 qc tools
7 qc tools7 qc tools
7 qc tools
 
Qc 7 tools
Qc 7 toolsQc 7 tools
Qc 7 tools
 
7 qc tools and spc training, December. 2015
7 qc tools and spc training, December. 20157 qc tools and spc training, December. 2015
7 qc tools and spc training, December. 2015
 
six sigma & 7 qc tools
six sigma  &  7 qc tools six sigma  &  7 qc tools
six sigma & 7 qc tools
 
7 qc tool presentation material
7 qc tool presentation material7 qc tool presentation material
7 qc tool presentation material
 
Fmea
FmeaFmea
Fmea
 
The Basics 7 QC Tools - ADDVALUE - Nilesh Arora
The Basics 7 QC Tools - ADDVALUE - Nilesh AroraThe Basics 7 QC Tools - ADDVALUE - Nilesh Arora
The Basics 7 QC Tools - ADDVALUE - Nilesh Arora
 
Advanced Pfmea
Advanced PfmeaAdvanced Pfmea
Advanced Pfmea
 
7 qc tools
7 qc tools7 qc tools
7 qc tools
 
7 QC Tools
7 QC Tools7 QC Tools
7 QC Tools
 
7qc Tools 173
7qc Tools 1737qc Tools 173
7qc Tools 173
 
Principles of design of experiments (doe)20 5-2014
Principles of  design of experiments (doe)20 5-2014Principles of  design of experiments (doe)20 5-2014
Principles of design of experiments (doe)20 5-2014
 
Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...
Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...
Application of Design of Experiments (DOE) using Dr.Taguchi -Orthogonal Array...
 
Pmp presentation chapter 1 to 7
Pmp presentation chapter 1 to 7Pmp presentation chapter 1 to 7
Pmp presentation chapter 1 to 7
 
Process F.M.E.A
Process F.M.E.AProcess F.M.E.A
Process F.M.E.A
 
DFMA design for manufacturing and assembly
DFMA design for manufacturing and assembly DFMA design for manufacturing and assembly
DFMA design for manufacturing and assembly
 
FMEA Introduction.ppt
FMEA Introduction.pptFMEA Introduction.ppt
FMEA Introduction.ppt
 
7 qc tools training material[1]
7 qc tools training material[1]7 qc tools training material[1]
7 qc tools training material[1]
 

Similar to R&R Analysis Using SEDana

Statistical process control ppt @ bec doms
Statistical process control ppt @ bec domsStatistical process control ppt @ bec doms
Statistical process control ppt @ bec domsBabasab Patil
 
Stochastic Process
Stochastic ProcessStochastic Process
Stochastic Processknksmart
 
Measurement system analysis Presentation.ppt
Measurement system analysis Presentation.pptMeasurement system analysis Presentation.ppt
Measurement system analysis Presentation.pptjawadullah25
 
Intro to Measurement System Analysis (MSA)
Intro to Measurement System Analysis (MSA)Intro to Measurement System Analysis (MSA)
Intro to Measurement System Analysis (MSA)Mark Harrison
 
1. (25 points) Temperature, Pressure and yield on a chemical .docx
1. (25 points) Temperature, Pressure and yield on a chemical .docx1. (25 points) Temperature, Pressure and yield on a chemical .docx
1. (25 points) Temperature, Pressure and yield on a chemical .docxaulasnilda
 
Statistical Process Control,Control Chart and Process Capability
Statistical Process Control,Control Chart and Process CapabilityStatistical Process Control,Control Chart and Process Capability
Statistical Process Control,Control Chart and Process Capabilityvaidehishah25
 
Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...
Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...
Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...Gabor Szabo, CQE
 
Quality and statistical process control ppt @ bec doms
Quality and statistical process control ppt @ bec domsQuality and statistical process control ppt @ bec doms
Quality and statistical process control ppt @ bec domsBabasab Patil
 

Similar to R&R Analysis Using SEDana (20)

Statistical process control ppt @ bec doms
Statistical process control ppt @ bec domsStatistical process control ppt @ bec doms
Statistical process control ppt @ bec doms
 
Quality_Tools1.ppt
Quality_Tools1.pptQuality_Tools1.ppt
Quality_Tools1.ppt
 
Stochastic Process
Stochastic ProcessStochastic Process
Stochastic Process
 
Measurement system analysis Presentation.ppt
Measurement system analysis Presentation.pptMeasurement system analysis Presentation.ppt
Measurement system analysis Presentation.ppt
 
Intro to Measurement System Analysis (MSA)
Intro to Measurement System Analysis (MSA)Intro to Measurement System Analysis (MSA)
Intro to Measurement System Analysis (MSA)
 
Six Sigma Glossary
Six Sigma GlossarySix Sigma Glossary
Six Sigma Glossary
 
1. (25 points) Temperature, Pressure and yield on a chemical .docx
1. (25 points) Temperature, Pressure and yield on a chemical .docx1. (25 points) Temperature, Pressure and yield on a chemical .docx
1. (25 points) Temperature, Pressure and yield on a chemical .docx
 
Seven Quality Tools.pptx
Seven Quality Tools.pptxSeven Quality Tools.pptx
Seven Quality Tools.pptx
 
Statistical Process Control,Control Chart and Process Capability
Statistical Process Control,Control Chart and Process CapabilityStatistical Process Control,Control Chart and Process Capability
Statistical Process Control,Control Chart and Process Capability
 
Final notes on s1 qc
Final notes on s1 qcFinal notes on s1 qc
Final notes on s1 qc
 
Final notes on s1 qc
Final notes on s1 qcFinal notes on s1 qc
Final notes on s1 qc
 
Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...
Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...
Measurement Systems Analysis - Variable Gage R&R Study Metrics, Applications ...
 
Msa
MsaMsa
Msa
 
QA QC
QA QCQA QC
QA QC
 
7qc Tools 173
7qc Tools 1737qc Tools 173
7qc Tools 173
 
Quality and statistical process control ppt @ bec doms
Quality and statistical process control ppt @ bec domsQuality and statistical process control ppt @ bec doms
Quality and statistical process control ppt @ bec doms
 
Contol charts
Contol chartsContol charts
Contol charts
 
7 quality management tools
7 quality management tools7 quality management tools
7 quality management tools
 
Six sigma
Six sigmaSix sigma
Six sigma
 
Dt33726730
Dt33726730Dt33726730
Dt33726730
 

Recently uploaded

Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...gurkirankumar98700
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGSujit Pal
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxOnBoard
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 

Recently uploaded (20)

Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
Kalyanpur ) Call Girls in Lucknow Finest Escorts Service 🍸 8923113531 🎰 Avail...
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAG
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Maximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptxMaximizing Board Effectiveness 2024 Webinar.pptx
Maximizing Board Effectiveness 2024 Webinar.pptx
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 

R&R Analysis Using SEDana