SlideShare une entreprise Scribd logo
1  sur  64
Télécharger pour lire hors ligne
INDUSTRY 4.0
CHAPTER 2 : INDUSTRIAL ENGINEERING
(Lean Manufacturing)
EE014-3-1 – IND 4.0
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEARNING OUTCOMES
What we will study?
➢ Concept of Lean Manufacturing - Content and technology within
Industry 4.0
a) Kanban/ Kaizen/ JIT
b) 7 tools of Quality Management
c) Six Sigma
d) Statistical Process Control (SPC)
e) Flexible Manufacturing Systems (FMS)
f) Manufacturing Execution Systems (MES)
g) Enterprise Resource Planning (ERP)
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
“Becoming ‘lean’ is a process of
eliminating waste with the goal of creating
value.”
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
• Arose in Toyota Japan as the Toyota Production System
• Replacing complexity with simplicity
• A philosophy, a way of thinking
• A process of continuous improvement
• Emphasis on minimising inventory
• Focuses on eliminating waste, that is anything that adds cost
without adding value
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
https://www.youtube.com/watch?v=ZdHGTCXcJQU
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN MANUFACTURING
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN TOOLS - 5S
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN TOOLS - KANBAN
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN TOOLS - KAIZEN
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN TOOLS - JIT
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Ishikawa’s Basic Tools of Quality
• Kaoru Ishikawa developed seven basic visual
tools of quality so that the average person could
analyze and interpret data.
• These tools have been used worldwide by
companies, managers of all levels and
employees.
https://www.youtube.com/watch?v=LdhC4ziAhgY
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
LEAN TOOLS -Seven Tools for Quality
Management
• Cause and Effect Diagrams
• Flow Charts
• Checksheets
• Histograms
• Pareto Charts
• Control Charts
• Scatter Diagrams
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Purpose: Graphical representation
of the trail leading to the root cause of
a problem
How is it done?
• Decide which quality characteristic,
outcome or effect you want to
examine
• Backbone –draw straight line
• Big Bones – categories
• Medium size bones –secondary
causes
• Small bones – root causes
Cause & Effect Diagrams
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Cause & Effect Diagrams
Benefits:
• Breaks problems down into bite-size pieces to find root
cause
• Fosters team work
• Common understanding of factors causing the problem
• Road map to verify picture of the process
• Follows brainstorming relationship
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Cause & Effect Diagrams
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Cause & Effect Diagrams
Incorrect
shipping
documents
Manpower Materials
Methods Machine
Environment
Wrong source info
Wrong purchase order
Typos
Source info incorrect
Didn’t follow proc.
Glare on
display
No procedure
No communications
No training
Software problem
Corrupt
data
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Histograms
Purpose:
To determine the spread or variation of a
set of data points in a graphical form
How is it done?:
• Collect data, 50-100 data point
• Determine the range of the data
• Calculate the size of the class interval
• Divide data points into classes
Determine the class boundary
• Count # of data points in each class
• Draw the histogram
Stable process, exhibiting bell shape
Histogram groups numbers into ranges and you can decide what ranges to use.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Histograms
Benefits:
• Allows you to understand at a glance the variation that exists in a
process
• The shape of the histogram will show process behavior
• Often, it will tell you to dig deeper for otherwise unseen causes
of variation.
• The shape and size of the dispersion will help identify otherwise
hidden sources of variation
• Used to determine the capability of a process
• Starting point for the improvement process
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Histograms
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Histograms
34
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Histograms
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
• Scatter Diagrams Defined
– Scatter Diagrams are used to study and identify the
possible relationship between the changes observed in
two different sets of variables.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
• Constructing a Scatter Diagram
– First, collect two pieces of data and create a summary
table of the data.
– Draw a diagram labeling the horizontal and vertical axes.
• It is common that the “cause” variable be labeled on the
X axis and the “effect” variable be labeled on the Y
axis.
– Plot the data pairs on the diagram.
– Interpret the scatter diagram for direction and strength.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
• An Example of When a Scatter Diagram Can Be Used
– A scatter diagram can be used to identify the relationship
between the production speed of an operation and the
number of defective parts made.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
• An Example of When a Scatter Diagram Can Be Used (cont.)
– Displaying the direction of the relationship will determine
whether increasing the assembly line speed will increase
or decrease the number of defective parts made. Also, the
strength of the relationship between the assembly line
speed and the number of defective parts produced is
determined.
– Example obtained from:
<http://www.sytsma.com/tqmtools/Scat.html>
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Scatter Diagrams
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Checksheets
Purpose:
– Tool for collecting and
organizing measured or counted
data
– Data collected can be used as
input data for other quality tools
Benefits:
– Collect data in a systematic and
organized manner
– To determine source of problem
– To facilitate classification of data
(stratification)
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
45
Checksheets
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
46
Checksheets
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Flow Charts
Purpose:
Visual illustration of the sequence of operations required to complete a
task
✓ Schematic drawing of the process to measure or improve.
✓ Starting point for process improvement
✓ Potential weakness in the process are made visual.
✓ Picture of process as it should be.
Benefits:
✓ Identify process improvements
✓ Understand the process
✓ Shows duplicated effort and other non-value-added steps
✓ Clarify working relationships between people and
organizations
✓ Target specific steps in the process for improvement.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Flow Charts - Top Down
Benefits
• Simplest of all flowcharts
• Used for planning new
processes or examining
existing one
• Keep people focused on
the whole process
How is it done?
• List major steps
• Write them across top of
the chart
• List sub-steps under
each in order they occur
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Flow charts - Linear
Benefits
• Show what actually happens
at each step in the process
• Show what happens when
non-standard events occur
• Graphically display
processes to identify
redundancies and other
wasted effort
How is it done?
• Write the process step inside
each symbol
• Connect the Symbols with
arrows showing the direction
of flow
Toolbox
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
50
Flow charts
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Flow charts - Linear
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Flow charts
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Pareto Charts
• Pareto Chart Defined
– Pareto charts are used to identify and prioritize problems
to be solved.
– They are actually histograms aided by the 80/20 rule
adapted by Joseph Juran.
• Remember the 80/20 rule states that approximately
80% of the problems are created by approximately 20%
of the causes.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Pareto Charts
• Constructing a Pareto Chart
– First, information must be selected based on types or
classifications of defects that occur as a result of a
process.
– The data must be collected and classified into categories.
– Then a histogram or frequency chart is constructed
showing the number of occurrences.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Pareto Charts
• An Example of How a Pareto Chart Can Be Used
– Pareto Charts are used when products are suffering from
different defects but the defects are occurring at a different
frequency, or only a few account for most of the defects
present, or different defects incur different costs. What we
see from that is a product line may experience a range of
defects. The manufacturer could concentrate on reducing
the defects which make up a bigger percentage of all the
defects or focus on eliminating the defect that causes
monetary loss.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Pareto Charts
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
57
Pareto Charts
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Control Charts
• Control Charts Defined
– Control charts are used to determine whether a process
will produce a product or service with consistent
measurable properties.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Control Charts
• Steps Used in Developing Process Control Charts
– Identify critical operations in the process where inspection
might be needed.
– Identify critical product characteristics.
– Determine whether the critical product characteristic is a
variable or an attribute.
– Select the appropriate process control chart.
– Establish the control limits and use the chart to monitor
and improve.
– Update the limits.
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Control Charts
• An Example of When to Use a Control Chart
– Counting the number of defective products or services
• Do you count the number of defects in a given product
or service?
• Is the number of units checked or tested constant?
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Control Charts
61
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
Control Charts
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
SIX SIGMA
Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing ‹#›

Contenu connexe

Similaire à Chapter 2 Industry.pdf

Chapter 11 Managing Systems Implementation .pptx
Chapter 11 Managing Systems Implementation .pptxChapter 11 Managing Systems Implementation .pptx
Chapter 11 Managing Systems Implementation .pptxAxmedMaxamuudYoonis
 
CIS 2303 LO1: Introduction to System Analysis and Design
CIS 2303 LO1: Introduction to System Analysis and DesignCIS 2303 LO1: Introduction to System Analysis and Design
CIS 2303 LO1: Introduction to System Analysis and DesignAhmad Ammari
 
Presentation for Six Sigma certification
Presentation for Six Sigma certificationPresentation for Six Sigma certification
Presentation for Six Sigma certificationElena Titova
 
Database management system
Database management systemDatabase management system
Database management systemStudsPlanet.com
 
INCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP exam
INCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP examINCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP exam
INCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP examsystemsengineeringprep
 
chapter11-120827115420-phpapp01.pdf
chapter11-120827115420-phpapp01.pdfchapter11-120827115420-phpapp01.pdf
chapter11-120827115420-phpapp01.pdfAxmedMaxamuud6
 
HCI U-II HCI software Process (1).pdf
HCI U-II HCI software Process (1).pdfHCI U-II HCI software Process (1).pdf
HCI U-II HCI software Process (1).pdfudhayaveenaa
 
Towards an Agile Foundation for the Creation and Enactment of Software Engine...
Towards an Agile Foundation for the Creation and Enactment of Software Engine...Towards an Agile Foundation for the Creation and Enactment of Software Engine...
Towards an Agile Foundation for the Creation and Enactment of Software Engine...Brian Elvesæter
 
SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...
SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...
SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...Hironori Washizaki
 
Lean Cultural Change Gerstenslager Nov 2, 2010 96ppi
Lean Cultural Change   Gerstenslager Nov 2, 2010 96ppiLean Cultural Change   Gerstenslager Nov 2, 2010 96ppi
Lean Cultural Change Gerstenslager Nov 2, 2010 96ppiinteractivetraining
 
Ooad lab manual(original)
Ooad lab manual(original)Ooad lab manual(original)
Ooad lab manual(original)dipenpatelpatel
 
5 Simple Ways to Higher DevOps Integration
5 Simple Ways to Higher DevOps Integration5 Simple Ways to Higher DevOps Integration
5 Simple Ways to Higher DevOps IntegrationBeyond20
 
e3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdf
e3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdfe3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdf
e3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdfSILVIUSyt
 
My Career Portfolio - 2015
My Career Portfolio - 2015My Career Portfolio - 2015
My Career Portfolio - 2015jtovar7
 
60780174 49594067-cs1403-case-tools-lab-manual
60780174 49594067-cs1403-case-tools-lab-manual60780174 49594067-cs1403-case-tools-lab-manual
60780174 49594067-cs1403-case-tools-lab-manualChitrarasan Kathiravan
 

Similaire à Chapter 2 Industry.pdf (20)

Chapter 11 Managing Systems Implementation .pptx
Chapter 11 Managing Systems Implementation .pptxChapter 11 Managing Systems Implementation .pptx
Chapter 11 Managing Systems Implementation .pptx
 
CIS 2303 LO1: Introduction to System Analysis and Design
CIS 2303 LO1: Introduction to System Analysis and DesignCIS 2303 LO1: Introduction to System Analysis and Design
CIS 2303 LO1: Introduction to System Analysis and Design
 
Presentation for Six Sigma certification
Presentation for Six Sigma certificationPresentation for Six Sigma certification
Presentation for Six Sigma certification
 
Database management system
Database management systemDatabase management system
Database management system
 
INCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP exam
INCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP examINCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP exam
INCOSE Systems Engineering Handbook and Changes to the CSEP/ASEP exam
 
System development life cycle
System development life cycleSystem development life cycle
System development life cycle
 
MODULE4_20221212_rev1.pptx
MODULE4_20221212_rev1.pptxMODULE4_20221212_rev1.pptx
MODULE4_20221212_rev1.pptx
 
chapter11-120827115420-phpapp01.pdf
chapter11-120827115420-phpapp01.pdfchapter11-120827115420-phpapp01.pdf
chapter11-120827115420-phpapp01.pdf
 
HCI U-II HCI software Process (1).pdf
HCI U-II HCI software Process (1).pdfHCI U-II HCI software Process (1).pdf
HCI U-II HCI software Process (1).pdf
 
Towards an Agile Foundation for the Creation and Enactment of Software Engine...
Towards an Agile Foundation for the Creation and Enactment of Software Engine...Towards an Agile Foundation for the Creation and Enactment of Software Engine...
Towards an Agile Foundation for the Creation and Enactment of Software Engine...
 
SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...
SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...
SWEBOK Guide Evolution and Its Emerging Areas including Machine Learning Patt...
 
Ch3 introduction to iso29110
Ch3 introduction to iso29110Ch3 introduction to iso29110
Ch3 introduction to iso29110
 
Lean Cultural Change Gerstenslager Nov 2, 2010 96ppi
Lean Cultural Change   Gerstenslager Nov 2, 2010 96ppiLean Cultural Change   Gerstenslager Nov 2, 2010 96ppi
Lean Cultural Change Gerstenslager Nov 2, 2010 96ppi
 
Ooad lab manual(original)
Ooad lab manual(original)Ooad lab manual(original)
Ooad lab manual(original)
 
666 computer technology 7th sem
666 computer technology 7th sem666 computer technology 7th sem
666 computer technology 7th sem
 
Unified process Model
Unified process ModelUnified process Model
Unified process Model
 
5 Simple Ways to Higher DevOps Integration
5 Simple Ways to Higher DevOps Integration5 Simple Ways to Higher DevOps Integration
5 Simple Ways to Higher DevOps Integration
 
e3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdf
e3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdfe3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdf
e3f55595181f7cad006f26db820fb78ec146e00e-1646623528083 (1).pdf
 
My Career Portfolio - 2015
My Career Portfolio - 2015My Career Portfolio - 2015
My Career Portfolio - 2015
 
60780174 49594067-cs1403-case-tools-lab-manual
60780174 49594067-cs1403-case-tools-lab-manual60780174 49594067-cs1403-case-tools-lab-manual
60780174 49594067-cs1403-case-tools-lab-manual
 

Dernier

💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...sonalitrivedi431
 
VVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts Service
VVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts ServiceVVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts Service
VVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts Servicearoranaina404
 
Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...
Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...
Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...babafaisel
 
Peaches App development presentation deck
Peaches App development presentation deckPeaches App development presentation deck
Peaches App development presentation decktbatkhuu1
 
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)amitlee9823
 
Verified Trusted Call Girls Adugodi💘 9352852248 Good Looking standard Profil...
Verified Trusted Call Girls Adugodi💘 9352852248  Good Looking standard Profil...Verified Trusted Call Girls Adugodi💘 9352852248  Good Looking standard Profil...
Verified Trusted Call Girls Adugodi💘 9352852248 Good Looking standard Profil...kumaririma588
 
DragonBall PowerPoint Template for demo.pptx
DragonBall PowerPoint Template for demo.pptxDragonBall PowerPoint Template for demo.pptx
DragonBall PowerPoint Template for demo.pptxmirandajeremy200221
 
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...
VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...
VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...Call Girls in Nagpur High Profile
 
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...Pooja Nehwal
 
Booking open Available Pune Call Girls Nanded City 6297143586 Call Hot India...
Booking open Available Pune Call Girls Nanded City  6297143586 Call Hot India...Booking open Available Pune Call Girls Nanded City  6297143586 Call Hot India...
Booking open Available Pune Call Girls Nanded City 6297143586 Call Hot India...Call Girls in Nagpur High Profile
 
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...Call Girls in Nagpur High Profile
 
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...Delhi Call girls
 
Pastel Portfolio _ by Slidesgo.pptx. Xxx
Pastel Portfolio _ by Slidesgo.pptx. XxxPastel Portfolio _ by Slidesgo.pptx. Xxx
Pastel Portfolio _ by Slidesgo.pptx. XxxSegundoManuelFaichin1
 
infant assessment fdbbdbdddinal ppt.pptx
infant assessment fdbbdbdddinal ppt.pptxinfant assessment fdbbdbdddinal ppt.pptx
infant assessment fdbbdbdddinal ppt.pptxsuhanimunjal27
 
Government polytechnic college-1.pptxabcd
Government polytechnic college-1.pptxabcdGovernment polytechnic college-1.pptxabcd
Government polytechnic college-1.pptxabcdshivubhavv
 
The_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdf
The_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdfThe_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdf
The_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdfAmirYakdi
 
CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service 🧵
CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service  🧵CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service  🧵
CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service 🧵anilsa9823
 

Dernier (20)

💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
💫✅jodhpur 24×7 BEST GENUINE PERSON LOW PRICE CALL GIRL SERVICE FULL SATISFACT...
 
VVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts Service
VVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts ServiceVVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts Service
VVIP CALL GIRLS Lucknow 💓 Lucknow < Renuka Sharma > 7877925207 Escorts Service
 
Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...
Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...
Kala jadu for love marriage | Real amil baba | Famous amil baba | kala jadu n...
 
Peaches App development presentation deck
Peaches App development presentation deckPeaches App development presentation deck
Peaches App development presentation deck
 
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
Escorts Service Nagavara ☎ 7737669865☎ Book Your One night Stand (Bangalore)
 
Verified Trusted Call Girls Adugodi💘 9352852248 Good Looking standard Profil...
Verified Trusted Call Girls Adugodi💘 9352852248  Good Looking standard Profil...Verified Trusted Call Girls Adugodi💘 9352852248  Good Looking standard Profil...
Verified Trusted Call Girls Adugodi💘 9352852248 Good Looking standard Profil...
 
DragonBall PowerPoint Template for demo.pptx
DragonBall PowerPoint Template for demo.pptxDragonBall PowerPoint Template for demo.pptx
DragonBall PowerPoint Template for demo.pptx
 
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️call girls in Dakshinpuri  (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
call girls in Dakshinpuri (DELHI) 🔝 >༒9953056974 🔝 genuine Escort Service 🔝✔️✔️
 
VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...
VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...
VVIP Pune Call Girls Hadapsar (7001035870) Pune Escorts Nearby with Complete ...
 
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
Pooja 9892124323, Call girls Services and Mumbai Escort Service Near Hotel Hy...
 
Booking open Available Pune Call Girls Nanded City 6297143586 Call Hot India...
Booking open Available Pune Call Girls Nanded City  6297143586 Call Hot India...Booking open Available Pune Call Girls Nanded City  6297143586 Call Hot India...
Booking open Available Pune Call Girls Nanded City 6297143586 Call Hot India...
 
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...Top Rated  Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
Top Rated Pune Call Girls Koregaon Park ⟟ 6297143586 ⟟ Call Me For Genuine S...
 
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
call girls in Vasundhra (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝...
 
young call girls in Pandav nagar 🔝 9953056974 🔝 Delhi escort Service
young call girls in Pandav nagar 🔝 9953056974 🔝 Delhi escort Serviceyoung call girls in Pandav nagar 🔝 9953056974 🔝 Delhi escort Service
young call girls in Pandav nagar 🔝 9953056974 🔝 Delhi escort Service
 
Pastel Portfolio _ by Slidesgo.pptx. Xxx
Pastel Portfolio _ by Slidesgo.pptx. XxxPastel Portfolio _ by Slidesgo.pptx. Xxx
Pastel Portfolio _ by Slidesgo.pptx. Xxx
 
infant assessment fdbbdbdddinal ppt.pptx
infant assessment fdbbdbdddinal ppt.pptxinfant assessment fdbbdbdddinal ppt.pptx
infant assessment fdbbdbdddinal ppt.pptx
 
Government polytechnic college-1.pptxabcd
Government polytechnic college-1.pptxabcdGovernment polytechnic college-1.pptxabcd
Government polytechnic college-1.pptxabcd
 
Call Girls Service Mukherjee Nagar @9999965857 Delhi 🫦 No Advance VVIP 🍎 SER...
Call Girls Service Mukherjee Nagar @9999965857 Delhi 🫦 No Advance  VVIP 🍎 SER...Call Girls Service Mukherjee Nagar @9999965857 Delhi 🫦 No Advance  VVIP 🍎 SER...
Call Girls Service Mukherjee Nagar @9999965857 Delhi 🫦 No Advance VVIP 🍎 SER...
 
The_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdf
The_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdfThe_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdf
The_Canvas_of_Creative_Mastery_Newsletter_April_2024_Version.pdf
 
CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service 🧵
CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service  🧵CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service  🧵
CALL ON ➥8923113531 🔝Call Girls Kalyanpur Lucknow best Female service 🧵
 

Chapter 2 Industry.pdf

  • 1. INDUSTRY 4.0 CHAPTER 2 : INDUSTRIAL ENGINEERING (Lean Manufacturing) EE014-3-1 – IND 4.0
  • 2. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEARNING OUTCOMES What we will study? ➢ Concept of Lean Manufacturing - Content and technology within Industry 4.0 a) Kanban/ Kaizen/ JIT b) 7 tools of Quality Management c) Six Sigma d) Statistical Process Control (SPC) e) Flexible Manufacturing Systems (FMS) f) Manufacturing Execution Systems (MES) g) Enterprise Resource Planning (ERP)
  • 3. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING “Becoming ‘lean’ is a process of eliminating waste with the goal of creating value.”
  • 4. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING • Arose in Toyota Japan as the Toyota Production System • Replacing complexity with simplicity • A philosophy, a way of thinking • A process of continuous improvement • Emphasis on minimising inventory • Focuses on eliminating waste, that is anything that adds cost without adding value
  • 5. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING https://www.youtube.com/watch?v=ZdHGTCXcJQU
  • 6. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 7. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
  • 8. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 9. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 10. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 11. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 12. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 13. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 14. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 15. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 16. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 17. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 18. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 19. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing
  • 20. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN MANUFACTURING
  • 21. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN TOOLS - 5S
  • 22. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN TOOLS - KANBAN
  • 23. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN TOOLS - KAIZEN
  • 24. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN TOOLS - JIT
  • 25. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Ishikawa’s Basic Tools of Quality • Kaoru Ishikawa developed seven basic visual tools of quality so that the average person could analyze and interpret data. • These tools have been used worldwide by companies, managers of all levels and employees. https://www.youtube.com/watch?v=LdhC4ziAhgY
  • 26. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing LEAN TOOLS -Seven Tools for Quality Management • Cause and Effect Diagrams • Flow Charts • Checksheets • Histograms • Pareto Charts • Control Charts • Scatter Diagrams
  • 27. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Purpose: Graphical representation of the trail leading to the root cause of a problem How is it done? • Decide which quality characteristic, outcome or effect you want to examine • Backbone –draw straight line • Big Bones – categories • Medium size bones –secondary causes • Small bones – root causes Cause & Effect Diagrams
  • 28. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Cause & Effect Diagrams Benefits: • Breaks problems down into bite-size pieces to find root cause • Fosters team work • Common understanding of factors causing the problem • Road map to verify picture of the process • Follows brainstorming relationship
  • 29. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Cause & Effect Diagrams
  • 30. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Cause & Effect Diagrams Incorrect shipping documents Manpower Materials Methods Machine Environment Wrong source info Wrong purchase order Typos Source info incorrect Didn’t follow proc. Glare on display No procedure No communications No training Software problem Corrupt data
  • 31. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Histograms Purpose: To determine the spread or variation of a set of data points in a graphical form How is it done?: • Collect data, 50-100 data point • Determine the range of the data • Calculate the size of the class interval • Divide data points into classes Determine the class boundary • Count # of data points in each class • Draw the histogram Stable process, exhibiting bell shape Histogram groups numbers into ranges and you can decide what ranges to use.
  • 32. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Histograms Benefits: • Allows you to understand at a glance the variation that exists in a process • The shape of the histogram will show process behavior • Often, it will tell you to dig deeper for otherwise unseen causes of variation. • The shape and size of the dispersion will help identify otherwise hidden sources of variation • Used to determine the capability of a process • Starting point for the improvement process
  • 33. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Histograms
  • 34. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Histograms 34
  • 35. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Histograms
  • 36. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams • Scatter Diagrams Defined – Scatter Diagrams are used to study and identify the possible relationship between the changes observed in two different sets of variables.
  • 37. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams • Constructing a Scatter Diagram – First, collect two pieces of data and create a summary table of the data. – Draw a diagram labeling the horizontal and vertical axes. • It is common that the “cause” variable be labeled on the X axis and the “effect” variable be labeled on the Y axis. – Plot the data pairs on the diagram. – Interpret the scatter diagram for direction and strength.
  • 38. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams • An Example of When a Scatter Diagram Can Be Used – A scatter diagram can be used to identify the relationship between the production speed of an operation and the number of defective parts made.
  • 39. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams • An Example of When a Scatter Diagram Can Be Used (cont.) – Displaying the direction of the relationship will determine whether increasing the assembly line speed will increase or decrease the number of defective parts made. Also, the strength of the relationship between the assembly line speed and the number of defective parts produced is determined. – Example obtained from: <http://www.sytsma.com/tqmtools/Scat.html>
  • 40. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams
  • 41. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams
  • 42. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams
  • 43. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Scatter Diagrams
  • 44. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Checksheets Purpose: – Tool for collecting and organizing measured or counted data – Data collected can be used as input data for other quality tools Benefits: – Collect data in a systematic and organized manner – To determine source of problem – To facilitate classification of data (stratification)
  • 45. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing 45 Checksheets
  • 46. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing 46 Checksheets
  • 47. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Flow Charts Purpose: Visual illustration of the sequence of operations required to complete a task ✓ Schematic drawing of the process to measure or improve. ✓ Starting point for process improvement ✓ Potential weakness in the process are made visual. ✓ Picture of process as it should be. Benefits: ✓ Identify process improvements ✓ Understand the process ✓ Shows duplicated effort and other non-value-added steps ✓ Clarify working relationships between people and organizations ✓ Target specific steps in the process for improvement.
  • 48. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Flow Charts - Top Down Benefits • Simplest of all flowcharts • Used for planning new processes or examining existing one • Keep people focused on the whole process How is it done? • List major steps • Write them across top of the chart • List sub-steps under each in order they occur
  • 49. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Flow charts - Linear Benefits • Show what actually happens at each step in the process • Show what happens when non-standard events occur • Graphically display processes to identify redundancies and other wasted effort How is it done? • Write the process step inside each symbol • Connect the Symbols with arrows showing the direction of flow Toolbox
  • 50. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing 50 Flow charts
  • 51. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Flow charts - Linear
  • 52. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Flow charts
  • 53. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Pareto Charts • Pareto Chart Defined – Pareto charts are used to identify and prioritize problems to be solved. – They are actually histograms aided by the 80/20 rule adapted by Joseph Juran. • Remember the 80/20 rule states that approximately 80% of the problems are created by approximately 20% of the causes.
  • 54. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Pareto Charts • Constructing a Pareto Chart – First, information must be selected based on types or classifications of defects that occur as a result of a process. – The data must be collected and classified into categories. – Then a histogram or frequency chart is constructed showing the number of occurrences.
  • 55. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Pareto Charts • An Example of How a Pareto Chart Can Be Used – Pareto Charts are used when products are suffering from different defects but the defects are occurring at a different frequency, or only a few account for most of the defects present, or different defects incur different costs. What we see from that is a product line may experience a range of defects. The manufacturer could concentrate on reducing the defects which make up a bigger percentage of all the defects or focus on eliminating the defect that causes monetary loss.
  • 56. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Pareto Charts
  • 57. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing 57 Pareto Charts
  • 58. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Control Charts • Control Charts Defined – Control charts are used to determine whether a process will produce a product or service with consistent measurable properties.
  • 59. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Control Charts • Steps Used in Developing Process Control Charts – Identify critical operations in the process where inspection might be needed. – Identify critical product characteristics. – Determine whether the critical product characteristic is a variable or an attribute. – Select the appropriate process control chart. – Establish the control limits and use the chart to monitor and improve. – Update the limits.
  • 60. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Control Charts • An Example of When to Use a Control Chart – Counting the number of defective products or services • Do you count the number of defects in a given product or service? • Is the number of units checked or tested constant?
  • 61. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Control Charts 61
  • 62. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing Control Charts
  • 63. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing SIX SIGMA
  • 64. Module Code and Module Title:EE014-3-1 IND4.0 Title of Slides: Lean Manufacturing ‹#›