Six Sigma is a methodology that aims to improve processes by eliminating defects. It was developed at Motorola in 1986 and uses a "sigma level" to measure a process's capability and quality. There are two approaches: DMAIC focuses on improving existing processes, while DMADV creates new processes. Process capability indices like Cp, Cpk, Pp and Ppk are used to measure the variation within a process compared to specifications and determine if a process is capable and centered. These indices help identify issues to target for improvement and ensure stable, high quality processes.
Failure modes and effects analysis also documents current knowledge and actions about the risks of failures, for use in continuous improvement. FMEA is used during design to prevent failures. Later it’s used for control, before and during ongoing operation of the process. Ideally, FMEA begins during the earliest conceptual stages of design and continues throughout the life of the product or service.
Taguchi Method is a new engineering design optimisation methodology that improves the quality of existing products and processes and simultaneously reduces their costs very rapidly, with minimum engineering resources and development man-hours
Failure modes and effects analysis also documents current knowledge and actions about the risks of failures, for use in continuous improvement. FMEA is used during design to prevent failures. Later it’s used for control, before and during ongoing operation of the process. Ideally, FMEA begins during the earliest conceptual stages of design and continues throughout the life of the product or service.
Taguchi Method is a new engineering design optimisation methodology that improves the quality of existing products and processes and simultaneously reduces their costs very rapidly, with minimum engineering resources and development man-hours
The Seven Basic Tools of Quality (also known as 7 QC Tools) originated in Japan when the country was undergoing major quality revolution and had become a mandatory topic as part of Japanese’s industrial training program. These tools which comprised of simple graphical and statistical techniques were helpful in solving critical quality related issues. These tools were often referred as Seven Basics Tools of Quality because these tools could be implemented by any person with very basic training in statistics and were simple to apply to solve quality-related complex issues.
Taguchi loss function is a modern tool used to determine all the prices associated with manufacturing a product so the loss function along with its types and their basic details are explained in this presentation along with the Signal-Noise Functions in a basic manner
Production Planning and Control
Objective of PPC
Classification/Functions of PPC
Levels of PPC
Factors determining Production Planning Procedures
Production Planning System
Factors Determining PC procedures
Process Quality Control
SPC, SQC Defined
Difference between SQC and SPC
Controlling Process Inputs (independent variables)
Process Capability with MINITAB
Monitoring process outputs (dependent variables)
7QC-Tools with MINITAB
The Seven Basic Tools of Quality (also known as 7 QC Tools) originated in Japan when the country was undergoing major quality revolution and had become a mandatory topic as part of Japanese’s industrial training program. These tools which comprised of simple graphical and statistical techniques were helpful in solving critical quality related issues. These tools were often referred as Seven Basics Tools of Quality because these tools could be implemented by any person with very basic training in statistics and were simple to apply to solve quality-related complex issues.
Taguchi loss function is a modern tool used to determine all the prices associated with manufacturing a product so the loss function along with its types and their basic details are explained in this presentation along with the Signal-Noise Functions in a basic manner
Production Planning and Control
Objective of PPC
Classification/Functions of PPC
Levels of PPC
Factors determining Production Planning Procedures
Production Planning System
Factors Determining PC procedures
Process Quality Control
SPC, SQC Defined
Difference between SQC and SPC
Controlling Process Inputs (independent variables)
Process Capability with MINITAB
Monitoring process outputs (dependent variables)
7QC-Tools with MINITAB
Operations Management: Six sigma benchmarking of process capability analysis...FGV Brazil
Six sigma benchmarking of process capability analysis and mapping of process parameters.
Author: Jagadeesh Rajashekharaiah
Journal of Operations and Supply Chain Management
Vol 9, No 2 (2016)
FGV's Brazilian School of Public and Business Administration (EBAPE)
Abstract
Process capability analysis (PCA) is a vital step in ascertaining the quality of the output from a production process. Particularly in batch and mass production of components with specified quality characteristics, PCA helps to decide about accepting the process and later to continue with it. In this paper, the application of PCA using process capability indices is demonstrated using data from the field and benchmarked against Six Sigma as a motivation to improve to meet the global standards. Further, how the two important process parameters namely mean and the standard deviation can be monitored is illustrated with the help of what if analysis feature of Excel. Finally, the paper enables to determine the improvement efforts using simulation to act as a quick reference for decision makers. The global benchmarking in the form of Six Sigma capability of the process is expected to give valuable insight towards process improvement.
Application of Six Sigma Methodologyto Reduce Defects of a Gri.docxjustine1simpson78276
Application of Six Sigma Methodology
to Reduce Defects of a Grinding Process
Case study 1
Done by: Connor Austin & Abdulla Aldhaheri
CODE: CAACCS1092616
Company Profile
Name: Unknown
Location: India
Type: Automotive Company
The company with manpower of approximately 2550 people is manufacturing common rail direct injection (CRDI) system pumps for vehicles.
Drivers For Change
Rejection level was too high.
The goal of visually inspecting all parts could not be reached.
Six Sigma Project
Define
Measure
Analyze
Improve
Control
Define
The team selected for this project includes the Senior Manager—Manufacturing as the Black Belt (BB). The other members of the team were Planning Manager, Maintenance Manager, Quality Control Senior Engineer and one Machine Operator.
Reduce rejection by 50%
The scope of the project was focusing in the fine grinding for improvement.
Measure
The Six Sigma team found the rejection were mainly due to the occurrence of different types of defects, such as burr, shades, deep lines, patches and damage on the component after machining.
Measure Cont.
Company used an equation called the Kappa equation to determine if their measurement system was acceptable.
The Kappa value that was calculated was .814, which is greater than .6. So, the measurement system was accpetalbe.
Measure Cont.
Analyze
Find the potential causes of defects.
Gather data from the process in order to obtain a better picture of the potential causes.
Analyze Cont.
Improve
The parameters selected through these discussions were load applied, initial load setting, coolant flow rate, upper wheel rpm, lower wheel rpm and cage rpm.
decided to experiment all these parameters at three levels.
Improve Cont.
The team concluded from the risk analysis that each method had its own impact on the process.
A program was started to implement each method in order to improve the process. A two week timeframe was used to implement the solutions.
Control Phase
The solutions that the team found were standardized in order to produce consistent results.
Control Phase Cont.
A control chart was implemented to keep an eye on assignable causes in the future.
For every shift, data on number of defects observed during 100% visual inspection were collected and these values were plotted.
Six Sigma Tools Used
Pareto Chart
Cause and Effect Diagram
Histogram
KPIV and KPOV
Key Process Input Variables
Load Applied
Initial Load setting
Coolant Flow Rate
RPMs
Key Process Output Variable
Reduction in rejection by 50%
Results Achieved
After implementation the rejection percentage went from 16% to 1.19%
The approximate Six Sigma level increased from 2.47 to 3.76.
Goal was achieved as the rejection rate was significantly improved.
Lessons Learned
The company learned the power of statistical thinking and its impact on processes.
The results obtained by this project will provide start-up data for further implementations in future.
Managem.
As a business owner in Delaware, staying on top of your tax obligations is paramount, especially with the annual deadline for Delaware Franchise Tax looming on March 1. One such obligation is the annual Delaware Franchise Tax, which serves as a crucial requirement for maintaining your company’s legal standing within the state. While the prospect of handling tax matters may seem daunting, rest assured that the process can be straightforward with the right guidance. In this comprehensive guide, we’ll walk you through the steps of filing your Delaware Franchise Tax and provide insights to help you navigate the process effectively.
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Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...PaulBryant58
This article provides a comprehensive guide on how to
effectively manage the convert Accpac to QuickBooks , with a particular focus on utilizing online accounting services to streamline the process.
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3.0 Project 2_ Developing My Brand Identity Kit.pptxtanyjahb
A personal brand exploration presentation summarizes an individual's unique qualities and goals, covering strengths, values, passions, and target audience. It helps individuals understand what makes them stand out, their desired image, and how they aim to achieve it.
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Memorandum Of Association Constitution of Company.pptseri bangash
www.seribangash.com
A Memorandum of Association (MOA) is a legal document that outlines the fundamental principles and objectives upon which a company operates. It serves as the company's charter or constitution and defines the scope of its activities. Here's a detailed note on the MOA:
Contents of Memorandum of Association:
Name Clause: This clause states the name of the company, which should end with words like "Limited" or "Ltd." for a public limited company and "Private Limited" or "Pvt. Ltd." for a private limited company.
https://seribangash.com/article-of-association-is-legal-doc-of-company/
Registered Office Clause: It specifies the location where the company's registered office is situated. This office is where all official communications and notices are sent.
Objective Clause: This clause delineates the main objectives for which the company is formed. It's important to define these objectives clearly, as the company cannot undertake activities beyond those mentioned in this clause.
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Liability Clause: It outlines the extent of liability of the company's members. In the case of companies limited by shares, the liability of members is limited to the amount unpaid on their shares. For companies limited by guarantee, members' liability is limited to the amount they undertake to contribute if the company is wound up.
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Capital Clause: This clause specifies the authorized capital of the company, i.e., the maximum amount of share capital the company is authorized to issue. It also mentions the division of this capital into shares and their respective nominal value.
Association Clause: It simply states that the subscribers wish to form a company and agree to become members of it, in accordance with the terms of the MOA.
Importance of Memorandum of Association:
Legal Requirement: The MOA is a legal requirement for the formation of a company. It must be filed with the Registrar of Companies during the incorporation process.
Constitutional Document: It serves as the company's constitutional document, defining its scope, powers, and limitations.
Protection of Members: It protects the interests of the company's members by clearly defining the objectives and limiting their liability.
External Communication: It provides clarity to external parties, such as investors, creditors, and regulatory authorities, regarding the company's objectives and powers.
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Binding Authority: The company and its members are bound by the provisions of the MOA. Any action taken beyond its scope may be considered ultra vires (beyond the powers) of the company and therefore void.
Amendment of MOA:
While the MOA lays down the company's fundamental principles, it is not entirely immutable. It can be amended, but only under specific circumstances and in compliance with legal procedures. Amendments typically require shareholder
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It is a sample of an interview for a business english class for pre-intermediate and intermediate english students with emphasis on the speking ability.
Unveiling the Secrets How Does Generative AI Work.pdfSam H
At its core, generative artificial intelligence relies on the concept of generative models, which serve as engines that churn out entirely new data resembling their training data. It is like a sculptor who has studied so many forms found in nature and then uses this knowledge to create sculptures from his imagination that have never been seen before anywhere else. If taken to cyberspace, gans work almost the same way.
2. Initially developed at Motorola by Bill Smith in 1986
Way of systematically improving processes by eliminating
defects
The term " Sigma " is used to designate the distribution or
spread about the mean (average) of any process or
procedure.
The higher the sigma value, the better. Sigma measures the
capability of the process to perform defect-free-work.
3. Formula for σ (sigma):
;
Where N= Sample Size.
μ = Mean of the data.
4. There are 2 methods to implement 6σ
DMAIC
• Define
• Measure
• Analyze
• Improve
• Control
DMADV
• Define
• Measure
• Analyze
• Design
• Verify
5. DMAIC DMADV
Define:
◦ Define the requirements and expectations of
customer.
◦ Define the project boundaries.
◦ Define the process by mapping the business flow.
Measure:
◦ Develop Data collection plan.
◦ Measure all the critical and relevant data.
Analyze:
◦ Find the critical processes.
◦ Analyse the causes of defects and sources of
variation
◦ Prioritize opportunities for future improvement.
Improve:
◦ Improve process to eliminate variations.
◦ Develop creative alternatives and implement
enhanced plans.
Control:
◦ Prevent reverting to old ways.
◦ Ensure any variances are corrected before they
result in defects
◦ Ensure any variances are corrected before they
result in defects
Define:
◦ Define the requirements and expectations of
customer.
◦ Define the project boundaries.
◦ Define the process by mapping the business flow.
Measure:
◦ Develop Data collection plan.
◦ Measure all the critical and relevant data.
Analyze:
◦ Find the critical processes.
◦ Analyse the causes of defects and sources of
variation
◦ Prioritize opportunities for future improvement.
Design
◦ Design details
◦ Optimize design
◦ Run simulations if necessary
◦ Prepare for design verification.
Verify:
◦ Verify the design
◦ Set up pilot runs,
◦ Implement the production process and hand it over
to the process owner(s).
DMAIC is used to improve an existing process and DMADV is used to
create new process
6. Process Capability means the ability to do a particular work without
producing or producing least defects.
It measures the “goodness of a process” comparing the “voice of the
process” with the “voice of the customer”.
Process-capability analysis helps to determine the ability to
manufacture parts within the tolerance limits and engineering
values.
7. The process capability index or process capability ratio is a
statistical measure of process capability, the ability of
a process to produce output within specification limits.
They measure how much ”natural variation” a process
experiences relative to its specification limits
It allows different processes to be compared w.r.t each other
and determine the most capable process amongst them.
The process capability indices are Cp, Cpk, Pp and Ppk.
8. Cp = Process Capability ; Pp = Process Performance
Both Cp and Pp are a monitoring indices for the spread of your
process compared to the specification spread.
Used to see if a process is capable.
They do not provide information about process centralization.
They tell us whether the process is capable or not but not
whether the process is acceptable.
Cp or Pp = (USL-LSL)/6σ
Where; USL = Upper Specification Limit
LSL = Lower Specification Limit
9. Cpk = Process Capability Index ; Ppk = Process Performance Index
Cpk and Ppk are used to indicate the spread of process about the
centre.
They give us the idea of how well the process is centered or how
much it has deviated from the centre.
They can tell us whether the process is acceptable or not as well as
whether the process is capable or not.
Cpk or Ppk = Min of [(Mean – LSL)/3σ] or[(USL-Mean)]/3σ]
10. Cp and Cpk consider the deviation mean within rational subgroups,
while Pp and Ppk set the deviation based on the studied data
In most of the practices, when process is unstable or has just begun then Pp
and Ppk values of that process are considered for statistical analysis.
When the process is stable and in control then Cp and Cpk values are
considered for statistical analysis.
New Process or process Not
under Statistical control
Existing Process under
statistical control
Measure of Spread Fit Pp Cp
Measure of Centering Ppk Cpk
11. a) Just began learning. Aims at
center but the result is hilarious
( Pp ok but Ppk not ok)
b) Finally shot the center but is
still amateur ( Pp and Ppk ok)
c) Decides to concentrate on
controlling the spread and
finally increases accuracy
(Good Cp but bad Cpk)
d) After gaining stability finally
targets the center and the
result is excellent ( Good Cp
and Cpk).
For further explanation see the Notes
12. It tells us the condition of the output.
It compares the natural variation with the specification of
customers.
It tells us whether the process is capable to produce the
desired output or not.
It compares two or more processes, to tell which process is
most capable.
It helps us to predict the variations occurring in process.
It helps us to identify and eliminate the special causes.
13. www.isixsigma.com
www.searchcio.techtarget.com
Benefits, obstacles and future of six sigma approach – Young
Hoon Kwak and Frank T. Anbari.
Six Sigma Green Belt and Black Belt training book
Process capability and stability analysis in Track grinding of
Taper Roller bearings – Shrikant Jadhav, Ravi Shekhar, T.P Singh.
Process Capability Improvement of an Engine Connecting Rod
machining process – GVSS Sharma and P Shrinivasa Rao.
Editor's Notes
Consider that a person wants to learn Archery ( After seeing Stephen Amell kicking some ass in Arrow). So he finds a good Archery class and enrolls in it. On the first day, after receiving all the instructions, he begins shooting.
Since he has just begun, he doesn’t have sufficient power in his muscle nor the accuracy. He targets a particular point and starts shooting. After sometime he stops and examines the points he has hit. The resulting spread obtained is shown in Fig (a). Most of the points are not even on the board. It indicates that his skill is still amateurish .i.e. the process is not stable .This spread is nothing but Pp of the process.
After sometime, feeling confident, he starts targeting the bull’s eye .i.e. the centre. He again shoots some arrows. After sometime he stops and again examines the points he has hit. The resultant spread is as shown in Fig (b). Now only few points are off the board. However the spread from the center (which was the actual target) is huge. It shows that he is now between amateur level and Expert level. It means that the process is still not stabilized but is nearing stabilization. This spread about the center is given by the Ppk of the process.
So now, he decides to concentrate on controlling the spread of hit points. So he begins to practice again. After some practice he picks up a point on the target board and shoots some arrows. Then he again stops and examines the hit points. The resultant spread is shown in Fig. (c). It indicates that now he is just below the expert level .i.e. the process is slowly coming under control. He has now become capable to shoot arrows with less distribution but his accuracy is still not acceptable. This spread is indicated by the Cp value of the process.
After this, feeling confident enough, he now targets the bull’s Eye. He now has developed enough power in his muscles and has enough experience. He begins shooting. After some time, he stops. He examines his spread. The spread is shown in Fig (d). The resultant spread shows that now he has become capable to shoot targets with acceptable accuracy. This spread is indicated by the capability index Cpk.