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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1241
STUDY ON THE DEFECTS AND TO IMPROVE THE PROCESS CAPABILITY
OF TREAD RUBBER USING DMAIC METHODOLOGY
Athul Sankar Vijay1, Aju S.S2
1PG Student, Department of Production Engineering, GEC Thrissur, Kerala, India
2Assistant Professor, Department of Production Engineering, GEC Thrissur, Kerala, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - The customer satisfaction is one of the keys that
lead to the success of every business organization. It is the
extent of the products that meets the customer demands. This
differentiates the organization from the competitors in the
market and gives the competitive advantage. This paperaims
to evaluate processes in a tread rubber manufacturing
company and to find out the process capability using DMAIC
(Define, Measure, Analyze, ImproveandControl)methodology.
This paper also investigates about various kinds of defects in
the tread rubber manufacturing. The DMAIC methodology
improves the process and enhances the quality of the product.
The problems in tread rubber manufacturing are variation in
the tread rubber dimension and some defects which appear in
the extrusion process. Using this DMAIC methodology the
process capability can be improved and other defects can be
rectified by various modifications.
Key Words: Six Sigma, DMAIC, Defect Analysis, Process
Capability, Tread rubber manufacturing.
1. INTRODUCTION
Today the technology is evolving day by day. Many products
are invented and evolved by using these technologies in
order to fulfil the need of the people. The needs of the
customers are always changed over the time. An
organization will only succeed by satisfying the need of the
customer. In the current pandemic scenario, every business
is build over the trust and relationship between the
customer and manufacturer. The evolution of the tyres
makes the life of the man easy and faster. The increase inthe
number of vehicles increases the demand of the tyres
rapidly. The quality, performance and durability of the tyres
are very important in the satisfaction of the customers. The
quality tyres must conformtoitsspecificationsandfreefrom
any kind of defects. There are many methodologiesandtools
used by the companies for the continuous improvement.
Among them, DMAIC methodology is a well known
improvement cycle used by the companies. The DMAIC
methodology is an improvement cycle which can be used in
every process. It is the acronym for Define, Measure,
Analyze, Improve and Control.
1.1 Tread rubber
The tread rubber compound is the intermediate form of the
actual tyre. It is the portion that provides the adequate grip
and friction on the road. As it has more contact on the roads,
there is a high chance for wear and tear. So the quality of the
tread is very significant in determining the performance of
each tyre. The tread rubber is manufactured by a series of
processes such as mixing,calendaring,extrusionetc.Theraw
materials used for the tread rubber are natural rubber,
synthetic rubber, carbon, chemicals etc. The raw materials
are mixed in an inter mixer and then it undergo a series of
calendaring. Finally it is extruded through a particular die.
1.2 DMAIC methodology
DMAIC is an important quality management tool that can be
used as a method of quality improvement among many
others. DMAIC is an abbreviation for Define-Measure-
Analyze-Improve-Control. This method is based on the
Deming cycle of process improvement. It is the process of
improving many different areas oftheenterprise.TheDMAIC
cycle is made up of five interconnected stages [3].
Fig -1: DMAIC methodology
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1242
1.2 Scope of the project
The improvement in every aspects of the production
process increases the quality of products and thereby value
of the company. The DMAIC methodology helps to
understand the problems related to the process, its
constraints etc. It will solve every issue regarding the
process, wastage, and quality inorder to make the process
more efficient and reliable. This methodology has a
systematic way to rectify any kind of problems. There are
many tools that are used under DMAIC for improving the
process. In this projectDMAIC methodologywill improve the
current process by rectifying each defect.
2. RESEARCH METHODOLOGY
2.1 Define
This initial stage of the DMAIC methodology is critical to the
project's success, and a thorough characterization of its
components is required. To that purpose, a project plan was
created, which defined the challenge and the goals to be
achieved, as well as the scope and teams participating.
Fig-2: Tread rubber manufacturing processes
In the first phase, the processes of tread rubber
manufacturing are evaluated and studied. The tread rubber
is manufactured by a series of processes such as mixing,
calendaring, extrusion etc. The raw materials used for the
tread rubber are natural rubber, synthetic rubber, carbon,
chemicals etc. The problems are identified and the project
goals and objectives are defined to improve the current
process. The problems identified in the tread rubber
manufacturing are fluctuation in the extrudate geometry,
defects such as bubbles, cracks, soft region in the centre of
the extrudate and sharp edges on the tread rubber.
2.2 Measure
In this phase, information gathered in order to assess
process capabilities. Analyzing the process on the extrusion
lines was part of a data collection inorder to identify the
defects. The dimensions of 30 samples of T-DURA tread
rubber were measured and process capability index and
process capability ratio are determined in order to check
whether the process is capable or not. For width, process
capability index (Cpk) is 0.64 and process capability ratio
(Cp) is 0.65. For thickness, Cpk and Cp are 0.59 and 0.62
respectively. From this phase, it is clear that process is not
capable.
2.3 Analyze
The goal of this phase was to identify the fundamental
causes of defects and reasons of variation in the process.
During the analyze phase, theprocesswasstudiedtoidentify
potential approaches to bridge the gaps betweenthecurrent
quality performance of the process and the target
established. The x-bar and R-chart are quality control charts
that are used to evaluate the mean and variationofa process
based on samples collected over a specific time period. In
both charts, control limits are used to track the mean and
variation of the process as it progresses. From the control
chart of width and thickness, the deviation from targetvalue
are identified. For example, analysis of thickness is shown
below.
Chart 1: Deviation of thickness
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1243
Chart 2: x-bar and R-chart of thickness
From the x-bar and R-chart, it is clear that the variations of
thickness are under control. But the processisnotcapableto
conform the product to the required specification limit. A
process is considered to be competent if almost 100 percent
of its output meets the standards. Here process is in
command while still failing to meet specification
requirements. This result is same as for width.
Following data analysis, an Ishikawa diagramwascreatedto
establish cause-and-effect relationships.
Fig-3: Ishikawa diagram
The defects seen in the tread rubber manufacturing are
shown below
Table-1: Defects in tread rubber
S.No Defect Cause
1 Bubbles Moisture content
2 Trapped air Improper extrusion
3 Fish eyes Resin defect and improper
mixing
4 Fracture Improper extrusion
5 Rough surface Over heating
6 Sharp edges on
extrudate
Poor die design
7 Fluctuation in
extrudate
geometry
Improper extrusion
The common failure or flaws in the rubber is same as of
every extrusion process. The three main causes are mould
design, material selection, and processing. Failures occur
during processing in many circumstances, andthesefailures
produce defects in extruded components such as rough
surface, extruder surging, thickness variation, uneven wall
thickness, diameter variation, and centering difficulty.
Processing flaws in extrusion goods include a lack of
understanding of the processing procedure, the use of
insufficient or obsolete machines, a lack ofskilledpersonnel,
machine breakdown, and inappropriate working
surroundings.
2.4 Improve
During the improvement phase, various approaches to
accomplish things better and faster at a lower cost were
examined. The remedies for the defects are identified. The
percentage of loss would be reduced if the above solutions
were used.
Table-2: Remedies for the defects
S.No Defect Remedies
1 Bubbles The material must be pre-dry
Vent must be used in the extruder
2 Trapped air Avoid the over-speed of extrusion
3 Fracture Maintain the speed of extruder.
4 Rough surface Cool the barrel of extruder
5 Sharp edges
on extrudate
Check for uniformity in die
heating
6 Fluctuation in
extrudate
geometry
Use Digital Pressure gauge
Use Digital temperature sensor
for uniformity
The implementation is not so easy.Personnel areresistant to
change. They are content with the way things are.Itrequires
more support from the management. The implementation
may require capital investment.Themeasurementprocessis
repeated after implementation. The new process capability
index and process capability ratioaredetermined.For width,
process capability index (Cpk) is 0.69 and process capability
ratio (Cp) is 0.7. For thickness, Cpk and Cp are 0.75 and 0.65
respectively. Analysis after implementation is shownbelow.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1244
Chart 3: Deviation of thickness
Chart 4: x-bar and R-chart of thickness
From the control chart of thickness, we can see the
deviations from target value are reduced. Here the
dimensions are more conform to the target value. The
process capability is increased. This result is same as for
width.
2.5 Control
The control stage verifies the quality of themodifiedprocess
to determine whether the changes introduced during the
enhance stage are sufficient andongoing.Italsomanages the
process's future state in order to limit departure from the
objectives and assure that the correction is made before it
has a negative impact on the process's outcome. The
progress made in previous steps must be maintained for a
long time in order for the organization to continue to
succeed. We use the control phase to keep these process
improvements going.
3. RESULT
After the implementation we can see the Process capability
index Cpk and Process capability ratio Cp are increased. The
variations of both width and thickness are under control.
The process is much capable to conform the product to the
required specification limit. The process is considered to be
competent if almost 100 percent of its output meets the
standards. Here process is not 100 percent perfect but it
meets specification requirements precisely.
Table-3: Before implementation
PROCESS CAPABILITY
INDICES
BEFORE AFTER
Process capability index Cpk 0.64 0.69
Process capability ratio Cp 0.65 0.7
Table-4: After implementation
PROCESS CAPABILITY
INDICES
BEFORE AFTER
Process capability index Cpk 0.64 0.69
Process capability ratio Cp 0.65 0.7
4. CONCLUSION
In the first phase, problem is identified and the project goals
and objectives are defined to improvethecurrentprocess. In
the second phase, process capability index and process
capability ratio are determined in order to check whether
the process is capable or not. From the findings it is clear
that the process needs improvement. In the third phase the
remedies for the defects identified. Some modifications are
done and new process capability is determined in the fourth
phase. Actually technology up gradation is required. In the
fifth phase control is to be achieved for continuous
improvement.
4.1 Suggestions
1. Modernization
The technology up gradation is needed. An extruder having
automatic temperature and pressure control is required.
2. Proper training
Proper training is needed in each operations for the
employers is necessary
3. Predictive maintenance
The maintenance is to be done in a planned manner.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1245
REFERENCES
[1] Kiran, D.R., 2017. Chapter 18-Process
Capability. Total Quality Management, pp.255-259.
[2] Desai, T.N. and Shrivastava, R.L., (2008), October.
Six Sigma–a new direction to quality and
productivity management. In Proceedings of the
World Congress on Engineering and Computer
Science (Vol. 6). San Francisco, CA: Elsevier.
[3] Smętkowska, M. and Mrugalska, B., (2018). Using
Six Sigma DMAIC to improve the quality of the
production process: a case study. Procedia-Social
and Behavioral Sciences, 238, pp.590-596.
[4] Gupta, V et.al (2018). Six-sigma application in tire-
manufacturing company: a case study. Journal of
Industrial EngineeringInternational, 14(3),pp.511-
520.
[5] Arcidiacono, G. and Nuzzi, S., (2017).Areviewofthe
fundamentals on process capability, process
performance, and process sigma, and an
introduction to process sigma split. International
Journal of Applied Engineering Research, 12(14),
pp.4556-4570.
[6] Odeyinka, O.F et.al (2021). Process Capability
Analysis in a Polypropylene Bag Manufacturing
Company. Journal of Applied Sciences and
Environmental Management, 25(8), pp.1477-1482.
[7] Khan, J.G et.al (2014). Defects in extrusion process
and their impact on product quality. International
journal of mechanical engineering and robotics
research, 3(3), p.187.
[8] Subagyo, I.E et.al (2020). Benefits and Challengesof
Dmaic Methodology Implementation in Service
Companies: an Exploratory Study. Jurnal Aplikasi
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[9] Chakraborty, A. and Tan, K.C., (2012). Case study
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organisations. Business Process Management
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[10] Deeb, S. et.al (2018). A generic framework to
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in SMEs. IFAC-PapersOnLine, 51(11), pp.921-926
[11] Evans, J.R. and Lindsay, W.M.,(2014). An
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[12] Nelson, L.S., (1999). Technical aids: The calculation
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[13] Kabir, M.E. et.al (2013). Productivity improvement
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[14] Erameh, A.A., et.al (2016). Process capability
analysis of a centre lathe turning
process. Engineering, 8(03), p.79.
[15] Montororing, Y.D.R (2022). Production process
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DMAIC six sigma statistical tool and FMEA at PT
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2157, No. 1, p. 012032). IOP Publishing.
[16] Mensah, B., et.al (2018). Preparation and
characterization of rubber blends for industrial tire
tread fabrication. International Journal of Polymer
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[17] Barbosa, B., et.al (2017).Solvingqualityproblemsin
tyre production preparation process: a practical
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[18] Amonkar, K. and Kittur, J.K., (2019). Productivity
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[19] Aslan, N.Y.,(2016). Minimizing the defect rate using
six sigma DMAIC method; a case study in SUPSAN
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[20] Shokeen, S., (2015). A review on rubber compound
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STUDY ON THE DEFECTS AND TO IMPROVE THE PROCESS CAPABILITY OF TREAD RUBBER USING DMAIC METHODOLOGY

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1241 STUDY ON THE DEFECTS AND TO IMPROVE THE PROCESS CAPABILITY OF TREAD RUBBER USING DMAIC METHODOLOGY Athul Sankar Vijay1, Aju S.S2 1PG Student, Department of Production Engineering, GEC Thrissur, Kerala, India 2Assistant Professor, Department of Production Engineering, GEC Thrissur, Kerala, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - The customer satisfaction is one of the keys that lead to the success of every business organization. It is the extent of the products that meets the customer demands. This differentiates the organization from the competitors in the market and gives the competitive advantage. This paperaims to evaluate processes in a tread rubber manufacturing company and to find out the process capability using DMAIC (Define, Measure, Analyze, ImproveandControl)methodology. This paper also investigates about various kinds of defects in the tread rubber manufacturing. The DMAIC methodology improves the process and enhances the quality of the product. The problems in tread rubber manufacturing are variation in the tread rubber dimension and some defects which appear in the extrusion process. Using this DMAIC methodology the process capability can be improved and other defects can be rectified by various modifications. Key Words: Six Sigma, DMAIC, Defect Analysis, Process Capability, Tread rubber manufacturing. 1. INTRODUCTION Today the technology is evolving day by day. Many products are invented and evolved by using these technologies in order to fulfil the need of the people. The needs of the customers are always changed over the time. An organization will only succeed by satisfying the need of the customer. In the current pandemic scenario, every business is build over the trust and relationship between the customer and manufacturer. The evolution of the tyres makes the life of the man easy and faster. The increase inthe number of vehicles increases the demand of the tyres rapidly. The quality, performance and durability of the tyres are very important in the satisfaction of the customers. The quality tyres must conformtoitsspecificationsandfreefrom any kind of defects. There are many methodologiesandtools used by the companies for the continuous improvement. Among them, DMAIC methodology is a well known improvement cycle used by the companies. The DMAIC methodology is an improvement cycle which can be used in every process. It is the acronym for Define, Measure, Analyze, Improve and Control. 1.1 Tread rubber The tread rubber compound is the intermediate form of the actual tyre. It is the portion that provides the adequate grip and friction on the road. As it has more contact on the roads, there is a high chance for wear and tear. So the quality of the tread is very significant in determining the performance of each tyre. The tread rubber is manufactured by a series of processes such as mixing,calendaring,extrusionetc.Theraw materials used for the tread rubber are natural rubber, synthetic rubber, carbon, chemicals etc. The raw materials are mixed in an inter mixer and then it undergo a series of calendaring. Finally it is extruded through a particular die. 1.2 DMAIC methodology DMAIC is an important quality management tool that can be used as a method of quality improvement among many others. DMAIC is an abbreviation for Define-Measure- Analyze-Improve-Control. This method is based on the Deming cycle of process improvement. It is the process of improving many different areas oftheenterprise.TheDMAIC cycle is made up of five interconnected stages [3]. Fig -1: DMAIC methodology
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1242 1.2 Scope of the project The improvement in every aspects of the production process increases the quality of products and thereby value of the company. The DMAIC methodology helps to understand the problems related to the process, its constraints etc. It will solve every issue regarding the process, wastage, and quality inorder to make the process more efficient and reliable. This methodology has a systematic way to rectify any kind of problems. There are many tools that are used under DMAIC for improving the process. In this projectDMAIC methodologywill improve the current process by rectifying each defect. 2. RESEARCH METHODOLOGY 2.1 Define This initial stage of the DMAIC methodology is critical to the project's success, and a thorough characterization of its components is required. To that purpose, a project plan was created, which defined the challenge and the goals to be achieved, as well as the scope and teams participating. Fig-2: Tread rubber manufacturing processes In the first phase, the processes of tread rubber manufacturing are evaluated and studied. The tread rubber is manufactured by a series of processes such as mixing, calendaring, extrusion etc. The raw materials used for the tread rubber are natural rubber, synthetic rubber, carbon, chemicals etc. The problems are identified and the project goals and objectives are defined to improve the current process. The problems identified in the tread rubber manufacturing are fluctuation in the extrudate geometry, defects such as bubbles, cracks, soft region in the centre of the extrudate and sharp edges on the tread rubber. 2.2 Measure In this phase, information gathered in order to assess process capabilities. Analyzing the process on the extrusion lines was part of a data collection inorder to identify the defects. The dimensions of 30 samples of T-DURA tread rubber were measured and process capability index and process capability ratio are determined in order to check whether the process is capable or not. For width, process capability index (Cpk) is 0.64 and process capability ratio (Cp) is 0.65. For thickness, Cpk and Cp are 0.59 and 0.62 respectively. From this phase, it is clear that process is not capable. 2.3 Analyze The goal of this phase was to identify the fundamental causes of defects and reasons of variation in the process. During the analyze phase, theprocesswasstudiedtoidentify potential approaches to bridge the gaps betweenthecurrent quality performance of the process and the target established. The x-bar and R-chart are quality control charts that are used to evaluate the mean and variationofa process based on samples collected over a specific time period. In both charts, control limits are used to track the mean and variation of the process as it progresses. From the control chart of width and thickness, the deviation from targetvalue are identified. For example, analysis of thickness is shown below. Chart 1: Deviation of thickness
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1243 Chart 2: x-bar and R-chart of thickness From the x-bar and R-chart, it is clear that the variations of thickness are under control. But the processisnotcapableto conform the product to the required specification limit. A process is considered to be competent if almost 100 percent of its output meets the standards. Here process is in command while still failing to meet specification requirements. This result is same as for width. Following data analysis, an Ishikawa diagramwascreatedto establish cause-and-effect relationships. Fig-3: Ishikawa diagram The defects seen in the tread rubber manufacturing are shown below Table-1: Defects in tread rubber S.No Defect Cause 1 Bubbles Moisture content 2 Trapped air Improper extrusion 3 Fish eyes Resin defect and improper mixing 4 Fracture Improper extrusion 5 Rough surface Over heating 6 Sharp edges on extrudate Poor die design 7 Fluctuation in extrudate geometry Improper extrusion The common failure or flaws in the rubber is same as of every extrusion process. The three main causes are mould design, material selection, and processing. Failures occur during processing in many circumstances, andthesefailures produce defects in extruded components such as rough surface, extruder surging, thickness variation, uneven wall thickness, diameter variation, and centering difficulty. Processing flaws in extrusion goods include a lack of understanding of the processing procedure, the use of insufficient or obsolete machines, a lack ofskilledpersonnel, machine breakdown, and inappropriate working surroundings. 2.4 Improve During the improvement phase, various approaches to accomplish things better and faster at a lower cost were examined. The remedies for the defects are identified. The percentage of loss would be reduced if the above solutions were used. Table-2: Remedies for the defects S.No Defect Remedies 1 Bubbles The material must be pre-dry Vent must be used in the extruder 2 Trapped air Avoid the over-speed of extrusion 3 Fracture Maintain the speed of extruder. 4 Rough surface Cool the barrel of extruder 5 Sharp edges on extrudate Check for uniformity in die heating 6 Fluctuation in extrudate geometry Use Digital Pressure gauge Use Digital temperature sensor for uniformity The implementation is not so easy.Personnel areresistant to change. They are content with the way things are.Itrequires more support from the management. The implementation may require capital investment.Themeasurementprocessis repeated after implementation. The new process capability index and process capability ratioaredetermined.For width, process capability index (Cpk) is 0.69 and process capability ratio (Cp) is 0.7. For thickness, Cpk and Cp are 0.75 and 0.65 respectively. Analysis after implementation is shownbelow.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1244 Chart 3: Deviation of thickness Chart 4: x-bar and R-chart of thickness From the control chart of thickness, we can see the deviations from target value are reduced. Here the dimensions are more conform to the target value. The process capability is increased. This result is same as for width. 2.5 Control The control stage verifies the quality of themodifiedprocess to determine whether the changes introduced during the enhance stage are sufficient andongoing.Italsomanages the process's future state in order to limit departure from the objectives and assure that the correction is made before it has a negative impact on the process's outcome. The progress made in previous steps must be maintained for a long time in order for the organization to continue to succeed. We use the control phase to keep these process improvements going. 3. RESULT After the implementation we can see the Process capability index Cpk and Process capability ratio Cp are increased. The variations of both width and thickness are under control. The process is much capable to conform the product to the required specification limit. The process is considered to be competent if almost 100 percent of its output meets the standards. Here process is not 100 percent perfect but it meets specification requirements precisely. Table-3: Before implementation PROCESS CAPABILITY INDICES BEFORE AFTER Process capability index Cpk 0.64 0.69 Process capability ratio Cp 0.65 0.7 Table-4: After implementation PROCESS CAPABILITY INDICES BEFORE AFTER Process capability index Cpk 0.64 0.69 Process capability ratio Cp 0.65 0.7 4. CONCLUSION In the first phase, problem is identified and the project goals and objectives are defined to improvethecurrentprocess. In the second phase, process capability index and process capability ratio are determined in order to check whether the process is capable or not. From the findings it is clear that the process needs improvement. In the third phase the remedies for the defects identified. Some modifications are done and new process capability is determined in the fourth phase. Actually technology up gradation is required. In the fifth phase control is to be achieved for continuous improvement. 4.1 Suggestions 1. Modernization The technology up gradation is needed. An extruder having automatic temperature and pressure control is required. 2. Proper training Proper training is needed in each operations for the employers is necessary 3. Predictive maintenance The maintenance is to be done in a planned manner.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1245 REFERENCES [1] Kiran, D.R., 2017. Chapter 18-Process Capability. Total Quality Management, pp.255-259. [2] Desai, T.N. and Shrivastava, R.L., (2008), October. Six Sigma–a new direction to quality and productivity management. In Proceedings of the World Congress on Engineering and Computer Science (Vol. 6). San Francisco, CA: Elsevier. [3] Smętkowska, M. and Mrugalska, B., (2018). Using Six Sigma DMAIC to improve the quality of the production process: a case study. Procedia-Social and Behavioral Sciences, 238, pp.590-596. [4] Gupta, V et.al (2018). Six-sigma application in tire- manufacturing company: a case study. Journal of Industrial EngineeringInternational, 14(3),pp.511- 520. [5] Arcidiacono, G. and Nuzzi, S., (2017).Areviewofthe fundamentals on process capability, process performance, and process sigma, and an introduction to process sigma split. International Journal of Applied Engineering Research, 12(14), pp.4556-4570. [6] Odeyinka, O.F et.al (2021). Process Capability Analysis in a Polypropylene Bag Manufacturing Company. Journal of Applied Sciences and Environmental Management, 25(8), pp.1477-1482. [7] Khan, J.G et.al (2014). Defects in extrusion process and their impact on product quality. International journal of mechanical engineering and robotics research, 3(3), p.187. [8] Subagyo, I.E et.al (2020). Benefits and Challengesof Dmaic Methodology Implementation in Service Companies: an Exploratory Study. Jurnal Aplikasi Manajemen, 18(4), pp.814-824. [9] Chakraborty, A. and Tan, K.C., (2012). Case study analysis of Six Sigma implementation in service organisations. Business Process Management Journal. [10] Deeb, S. et.al (2018). A generic framework to support the implementation of six sigma approach in SMEs. IFAC-PapersOnLine, 51(11), pp.921-926 [11] Evans, J.R. and Lindsay, W.M.,(2014). An introductiontoSix Sigma andprocessimprovement. Cengage Learning. [12] Nelson, L.S., (1999). Technical aids: The calculation of process capability indices. Journal of Quality Technology, 31(2), p.249. [13] Kabir, M.E. et.al (2013). Productivity improvement by using Six-Sigma. International Journal of Engineering and Technology, 3(12), pp.1056-1084. [14] Erameh, A.A., et.al (2016). Process capability analysis of a centre lathe turning process. Engineering, 8(03), p.79. [15] Montororing, Y.D.R (2022). Production process improvements to minimize product defects using DMAIC six sigma statistical tool and FMEA at PT KAEF. In Journal of Physics: Conference Series (Vol. 2157, No. 1, p. 012032). IOP Publishing. [16] Mensah, B., et.al (2018). Preparation and characterization of rubber blends for industrial tire tread fabrication. International Journal of Polymer Science, 2018. [17] Barbosa, B., et.al (2017).Solvingqualityproblemsin tyre production preparation process: a practical approach. Procedia Manufacturing, 11, pp.1239- 1246. [18] Amonkar, K. and Kittur, J.K., (2019). Productivity improvement in tyre manufacturing plant. International Journal of Advance Research, Ideas and Innovations in Technology, 5(3), pp.918- 925. [19] Aslan, N.Y.,(2016). Minimizing the defect rate using six sigma DMAIC method; a case study in SUPSAN AŞ. [20] Shokeen, S., (2015). A review on rubber compound mixing in Banbury mixer at time industries. International Journal of Innovative Research in Technology, 2, pp.232-236.