Title: INTEGRATIVE MANUFACTURING PLANNING AND CONTROL SYSTEMS
1INTEGRATIVE MANUFACTURING PLANNING AND CONTROL
SYSTEMS
- ME 445INTEGRATED MANUFACTURING SYSTEMS
2MANUFACTURING PLANNING AND CONTROL SYSTEM
- The primary objective of an manufacturing
planning and control system (MPCS) in any
organization is to ensure that the desired
products are manufactured - at the right time,
- in the right quantities,
- meeting quality specifications, and
- at minimum cost.
3The manufacturing planning and control system
(MPCS) in a company is achieved by integrating
the activities as
- determining product demand,
- translating product demand into feasible
manufacturing plans, - establishing detailed planning of material flows,
- capacity to support the overall manufacturing
plans, and - helping to execute these plans by such actions as
- detailed cell scheduling
- purchasing
4The benefits achieved through the use of
integrated MPCS are
- reduced inventories
- reduced capacity
- reduced labor costs
- reduced overtime costs
- shorter manufacturing lead time
- faster responsiveness to internal and external
changes as - machine and other equipment failure
- product mix
- demand changes
- etc.
5The major elements of a integrated MPCS are
- Demand management
- Aggregate production planning
- Master production scheduling
- Rough-cut capacity planning
- Material requirement planning
- Capacity planning
- Order release
- Shop floor scheduling and control
6A Basic Frame Work of MPCS
Customer Orders
Demand Management
Aggregate Production Plannig
Engineering Design
Master Production Schedule
Engineering Changes
Rough-Cut Capacity Planning
Material Requirement Planning
Bill of Materials
Inventory Management
Detailed Capacity Planning
Process Planning
Shop-Floor Control
Purchasing
Vendors
Finished Products
7DEMAND MANAGEMENT
- Demand for products is the driving force for any
production activity. - Demand management is therefore an important input
to production planning.
8- Demand management contains activities as
- demand forecasting
- order transaction entry
- customer-contact activities
- physical distribution management
9- Demand forecasting
- Forecasting is concerned with estimating future
demand ( or requirement) for products. - Forecasting is necessary for production planning.
10- There are three approaches to forecasting
- The qualitative approach
- The explanatory approach
- The descriptive approach
11- 1. Qualitative approaches rely on the opinion of
experts to predict certain events of interest. - Example What kind of technological
breakthroughs are possible in the field of
personal computers by the year 2020? - There are some prediction techniques for long
range planning, like, 5, 10, 15 or 20 years.
12- 2. Econometric models are example for
explanatory approaches. Causal relationship is
an important aspect of this approach. - Example Growth in economic activity increases
employment, which in turn increases the buying
power of the people, which in turn increases the
demand. - Econometric models have been used successfully
for planning and resource allocations for
national economies.
13- 3. Descriptive approaches to forecasting include
statistical models. - The basic assumption in these approaches is that
the underlying demand-generating process is an
extension of its past performance into the near
term future. Planning horizon normally varies
from months to a year. - The demand history in the form of time series
is used to predict the future.
14- Moving average
- A simple time series model may be
- xt a0 et a0 constant (average
- value)
- et a random variable with zero mean and
variance of st2 (error) - xt demand observations through
period t (t 1, 2, .., T)
15The forecast for any future period considering
only N recent observations is given by
- Mt average of the most recent N observation
16EXAMPLE
- In the last 7 days the demand for spark plugs
(in boxes) for four cylinder cars was - x120, x226, x319, x424, x523, x621, x728.
- Each box contain 250 spark plugs. Develop a
forecast for the 8th day.
17The 7-day moving average is
18The forecast for the next day is
19Now suppose the actual demand for the 8th day is
34 then x1 is dropped and x8 is added to obtain
the new moving average. Accordingly,
20Therefore, the forecast for the next day is
21Exponential smoothing
- In exponential smoothing more weight is attached
to the recent data and the weight decreases with
the age of the old data.
where xT the actual demand for period
T ST smoothed statistic for period T ST-1
average of the demand of the first (T-1)
period a weight (usually between 0.1 and 0.3)
22EXAMPLE
- ABC Company manufactures a large variety of
high-pressure steel cylinders for its domestic
and defense market. - ABC wishes to forecast the number of cylinders
per week for one of their recent product. - The data is as follows
23Forecast the demand for the 11th week using
exponential smoothing by using a 0.2
24- Auto Regressive (AR) models
- AR(m) model
- xt f1 xt-1 f1 xt-2 fn xt-m at
- AR(1) model
- xt f1 xt-1 at
- Model for IBM stocks (random walk)
- xt 0.999 xt-1 at
25Auto Regressive Moving Average (ARMA) Models
- ARMA(m,n)
- xt f1 xt-1 f1 xt-2 fn xt-m at
- q1at-1 -q2 at-2 -- qn at-n
- ARMA(2,1)
- xt f1 xt-1 f1 xt-2 at - q1at-1
26AGGREGATE PRODUCTION PLANNING
- In a high-variety, discrete manufacturing
environment, demand for product may fluctuate
considerably. - On the other end, the resources of the company
(number of machines, number of workers, etc.)
remain constant during the planning horizon
(normally 12 months). - The best approach to obtain feasible solutions
is to aggregate the information being processed.
27- For aggregation purposes the product demand
should be expressed in a common measurement unit
such as production hours. - Production planning is concerned primarily with
determining optimal production, inventory, and
work force levels to meet demand fluctuation.
28- Basic strategies to absorb the demand
fluctuations are - Maintain uniform production rate and absorb
demand fluctuations. - Maintain work force but change the production
rate by permitting planned overtime, idle time
and subcontracting. - Change the production rate by changing the size
of the work force through planned hiring and
layoffs. - Explore the possibility of planned backlogs if
customers are willing to accept delays in
delivery of products . - A suitable combination of these strategies should
be explored to develop an optimal aggregate
production plan.
29EXAMPLEData on the expected aggregated sales of
three products, A, B, and C, over planning
horizon of six 4-week periods are as follows
30Data on the aggregate demand forecast in
cell-hours is given in the table below
31- The company has developed machining cell-hours
as a common unit for aggregation purposes. - Product A 2 cell-hours/unit
- Product B 2 cell-hours/unit
- Product C 1 cell-hours/unit
- The company has the regular production capacity
of 300 units/period. - Overtime is allowed up to 60 units/period.
- Requirements exceeding overtime capacity may be
satisfied by subcontracting.
32- Two alternative production policies are
developed as follows - PLAN 1 Produce at the constant rate
- of 350 units/period for the
- entire planning horizon
- PLAN 2 Produce at the rate of 400
- units/period for the first 4 periods and
then at the rate of 250 units/period for the
subsequent periods. - Analyze these two aggregate production plans.
33PLAN 1 Uniform Regular Production Rate Policy
34PLAN 2 Varying Regular Production Rate Policy
35MASTER PRODUCTION SCHEDULE
- The primary use of an aggregate production plan
is to level the production schedule so that the
production costs are minimized. - However, the output of an aggregate plan does
not indicate individual product. This means that
the aggregated plan must be disaggregated into
individual product. The result of such a
disaggregation methodologies is what is known as
master production schedule.
36- Master production schedule does not present an
executable manufacturing plan. Because the
capacities and the inventories have not been
considered in this stage. - Therefore, further analysis for the material and
capacity requirements is required to develop an
executable manufacturing plan.
37ROUGH-CUT CAPACITY PLAN
- The objective of rough-cut capacity planning is
to ensure that the master production schedule is
feasible. - For each product family the average amount of
work needed and key work centers unit can be
calculated from each items bill of materials and
from production routings (process planning
sheets).
38EXAMPLE
- Consider two families of steel cylinders and the
resource profile developed in standard hours of
resources per 200 units of end-product family as
follows
39- The available resources are compared with the
resource requirements profile obtained for all
the work centers considering all the product
families. - If the available resources are less than
required, then decisions related to overtime,
subcontracting, hiring workers must be made.
40MATERIAL REQUIREMENTS PLANNING
- The material requirements planning system is
essentially an information system consisting of
logical procedure for managing inventories of
component assemblies, subassemblies, parts, and
raw materials in a manufacturing environment. - The primary objective of an MRP system is to
determine how many of each item in the bill of
materials must be manufactured or purchased and
when.
41- The key concept used in determining material
requirements are - Product structure and bill of materials
- Independent versus dependent demand
- Parts explosion
- Gross requirement
- Common-use items
- Scheduled receipts
- On-hand inventories
- Net requirements
- Plant order releases
- Lead time
42Product structure and Bill of Materials
- Product is the single most important identity in
an organization. A product may be made from one
or more assemblies, subassemblies and components.
- A bill of material is an engineering document
that specifies that the components and
subassemblies required to make each end item
(product).
43EXAMPLE
E1 End item
Level 0 (end item)
S1 (1)
S2 (2)
Level 1 (subassemblies)
C1 (1)
C2 (2)
C3 (2)
C4 (3)
C5 (1)
Level 2 (components)
Material M1 (1)
Material M2 (1)
Material M3 (2)
Material M4 (2)
Material M5 (1)
Level 3 (raw materials and other components)
44Independent versus Dependent Demand
- The demand for the end item originates from
customer order and forecasts. - Such a demand for end items and spare parts is
called independent demand. The demand by a parent
item for its components is called dependent
demand.
45EXAMPLE
- X independent demand (number of end item)
- Y number of components for each end item
- XY dependent demand (number of subassembly
demanded)
46Parts Explosion
- The process of determining gross requirements
for component items, that is requirements for the
subassemblies, components, and raw materials for
a given number of end-item units is known as
parts explosion. -
- Part explosion represents the explosion of
parents into their components.
47Gross Requirements of Component Items
- Gross requirement of component items is the
total number of component items required to
manufacture the end products. Gross requirement
of component items is computed by using the
information from the product information and the
bill of materials.
48EXAMPLE
- If the demand for end-item E1 is 50, determine
the gross requirements for the item components.
49 Level 0 (end item)
E1 End item
Level 1 (subassemblies)
S1 (1)
S2 (2)
C1 (1)
C2 (2)
C3 (2)
C4 (3)
C5 (1)
Level 2 (components)
Material M1 (1)
Material M2 (1)
Material M3 (2)
Material M4 (2)
Material M5 (1)
Level 3 (raw materials and other components)
Demand of S1 1 x demand of E1 50 units Demand
of S2 2 x demand of E1 100 units Demand of C1
1 x demand of S1 50 units Demand of C2 2 x
demand of S1 100 units Demand of C3 2 x
demand of S2 200 units Demand of C4 3 x
demand of S2 300 units Demand of C5 1 x
demand of S2 100 units
50Common-Use Items
- They are the component items which are used
different subassemblies of different
end-products. These items must be added to have
more economic purchasing.
51On-Hand Inventory, Scheduled Receipts, and Net
Requirements
- On-hand inventory is the available items in
stock from the previous period. - Scheduled receipt is the items already been
ordered but not been received from the vendors
yet. - Net requirements is found by subtracting the
on-hand inventory and scheduled receipts from the
gross requirements.
52Planned Order Release
- Planned order releases refer to the process of
releasing a lot of every component item for
production or purchase. Determination of lot size
is an economic issue. The trade off is between
the inventory holding costs and the set up costs. - Lot sizes in MRP system are determined for
component items for each stage sequentially
starting with level 1, then level 2 and so on.
53Lead Time and Lead Time Offsetting
- The lead time is the time it takes to produce or
to purchase a part. -
- The lead time depends on
- setup time
- production time
- lot size
- sequence of machines on which operations are
performed - queuing delays
- The purchasing lead time is the time between
placing an order with a vendor and receipt of the
order. - The manufacture or purchase of component items
must be offset by at least their lead times to
ensure availability of these items for assembly
into their parent items at the desired time.
54EXAMPLE
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58Economic Order Quantity
- In order to balance the costs of keeping the
items in inventory and the costs of setup, the
concept of Economic Order Quantity (EOQ) is
introduced. - Normally, the ordering policy is set as
displayed below, where the demand is fairly
constant
59Economic Order Quantity
60- Based on this kind of inventory policy, the total
annual inventory cost may be written as
Where TIC total annual inventory
cost (/year) Q order quantity
(pieces/order) Ch holding cost
(/piece/year) Csu cost of setup (/setup or
/order) Da annual demand (pieces /year) Da/Q
number of orders per year (batches of parts
produced per year)
61- The holding cost Ch is generally taken to be
directly proportional to the value of the item
that is, - Ch h Cp
- where
- Cp cost per piece (/piece)
- h annual holding cost rate(year-1)
62- The setup cost Csu includes the cost of idle
production equipment during the changeover time
between batches, as well as whatever labor costs
are involved in the setup changes. Thus, - Csu Tsu Cdt
- where
- Tsu setup or changeover time between
batches, (hr) - Cdt cost rate of machine downtime, (/hr)
63- In cases where parts are ordered from an outside
vendor, the price quoted by the vendor usually
includes a setup cost, either directly or in the
form of quantity discounts. - Cdt should also include the internal costs of
placing the order to the vendor. - If the cost of production of a part is Cp ,
then, the annual cost of part production will be
DaCp.
64- Then, the annual total cost is
By taking the derivative of both sides, we obtain
the economic order quantity (EOQ) formula, which
minimizes the sum of carrying costs and setup
costs
where EOQ economic order quantity
(number of parts that should be produced
in the batch)
65EXAMPLE
- Annual demand rate is 12,000 units. One unit of
product costs 10.00 and the holding cost rate is
24/year. Setting up to produce a batch of
products requires changeover of equipment, which
takes 4 hr. The cost of equipment downtime plus
labor is 100/hr. - Determine the economic order quantity and the
total inventory costs for this case.
66Solution
- Setup cost
- Csu 4 x 100 400
- Holding cost per unit
- Ch 0.24 x I0.00 2.40
- Using these values and the annual demand rate in
the EOQ formula, we have
67- Total inventory costs are given by the TIC
equation
The annual total production costs TC 12,000
x 10 4800 124,800
68CAPACITY PLANNING
- The output of MRP does not produce an executable
manufacturing plan, because it contains material
requirement information only but does not contain
information about the manufacturing capacity of
the plant.
69- To develop an executable manufacturing plan, it
is essential to establish the feasibility of the
planned order releases obtained from the MRP
system.
70- Capacity planning is concerned with ensuring the
feasibility of production plans by determining
resources such as labor and equipment with a view
to developing what is known as an executable
manufacturing plan.
71- The process of capacity planning is complex and
involves a number of decisions - Exploring overtime/multiple shifts/subcontracting
options - Developing alternative process plans for
effective resource utilization - Splitting lots
- Increasing or decreasing employment levels to
respond to capacity changes - Inventory options
- Increasing capacity by adding capital equipment
such as machine tools
72ORDER RELEASE
- Once an executable manufacturing plans are
obtained, the orders are released to the shop
floor. -
- Order release documents should include
- Material inventories allocated to the order.
- Routing sheets having information on
- operation sequences,
- machines,
- work centers,
- tool and fixture allocations,
- batch sizes,
- standard machine time allowed for each operation,
etc. - Appropriate shop floor records such as cards,
move cards, and part lists for assembly jobs.
73- The order release triggers a number of
activities at the shop floor - Scheduling of job orders on the work centers.
- Sequencing of jobs on a work center.
- Allocation of jigs and fixture.
- Loading of work centers considering optimal
cutting conditions (cutting speeds, feed rates,
depth of cuts). - Coordination of material handling, storage,
warehousing, and machine tools.
74SHOP FLOOR CONTROL
- When the planned orders are released to the shop
floor for manufacturing, the primary objective is
to deliver the product - at the right time,
- in the right quantities,
- meeting quality specifications.
- But some unexpected event (machine breakdown for
example) may cause delays. - In order to take action (changing the scheduling
for example), the up to date information from the
shop floor must be send to the management a fast
and a steady manner.
75- A number of methods are used for data collection
in industries, such as - Hand written reports.
- Manual data entry terminals.
- Bar code readers and sensors such as optical and
magnetic reading devices that automatically
update an items progress through the shop floor. - Voice data entry system.
76- The major functions of a shop-floor control
system are - to schedule job orders on the work centers,
- to sequence the jobs in order on a work center,
- to provide accurate and timely order status
information.
77- The work order status information includes
- order batch sizes
- job completion
- remaining jobs and operations
- The work order status information is used
- To monitor the progress of manufacturing
activities. - To determine priorities for scheduling jobs in
the shop in response to changes in job order
status. - To maintain and control work in process.
- To provide output data for capacity control
purposes.
78Operation scheduling
- There are two major activities to be performed
when work orders are released to the shop floor - The work orders are assigned to the work centers
such that due dates are satisfied. Allocation of
jobs to work centers is referred to as machine
loading. - The sequence of each work order through each work
center is determined. This process is referred to
as job sequencing.
79- The objectives of operation scheduling are
- Meeting due dates.
- Minimizing manufacturing throughput time.
- Minimizing work-in-process.
- Maximizing work center utilization.
80- To achieve these objectives may be conflicting
sometimes. - For example if we add extra machining centers
- Meeting due dates improves
- Minimizing manufacturing throughput time improves
- Minimizing work-in-process improves
- Maximizing work center utilization get worse
81- The loading time is calculated as
- Loading time setup time Q unit run time
-
- The average manufacturing throughput time (MTT)
is calculated as - MTT setup time Q unit run time move and
queue time
82EXAMPLE
Develop a detailed scheduling and loading plan.
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84Job Sequencing and Priority Rules
- Normally, the total number of jobs exceed the
number of work centers. Therefore, priority rules
should be develop to determine the sequencing of
machining operations.
85- Some of the simple rules used in industry are
- 1. First-come, first served (FCFS) rule assign
jobs on a first-come, first- served bases. - This rule is blind with respect to all other
information such as due date and urgent jobs.
86- 2. Shortest processing time (SPT) rule gives the
highest priority to the job with the shortest
processing time. - This rule results in the shortest manufacturing
lead time, therefore, lowest work-in process
inventory.
87- 3. Earliest due date (EDD) rule gives the highest
priority to jobs with the earliest due date.
88- 4. Least slack (LS) rule assign the highest
priority to the job with least slack. - The slack is defined as
- Slack time remaining until due date -
process time remaining
89- 5. Least slack per operation (LSPO) rule assigns
priority based on the smallest value obtained by
dividing the slack by the number of number
remaining operations.
90- 6. Critical ratio (CR) rule assigns priority
based on index defined as follows
where Time remaining until due date due date
- now Lead time setup run move queue
91- The least slack, least slack per operation,
critical ratio, and earliest due date rules
consider the relative urgency of the jobs.
92EXAMPLE Today is 10
First-come, first-served (FCFS) rule Sequence
A, B, C, D. Shortest processing time (SPT)
rule Sequence A, C, D, B. Earliest due date
(EDD) rule Sequence A, D, C, B.
93- Least slack (LS) rule
- Slack time remaining until due date -
process time remaining - Slack for A (17 - 10) - 4 3 days
- Slack for B (29 - 10) - 18 1 days
- Slack for C (27 - 10) 8 9 days
- Slack for D (26 - 10) - 12 4 days
- Sequence B, A, D, C.
94- Least slack per operation (LSPO) rule
- LSPO for A 3/8 0.375
- LSPO for B 1/18 0.055
- LSPO for C 9/16 0.5625
- LSPO for D 4/2 2
- Sequence B, A, C, D.
95CR for A (17 - 10)/4 1.75 CR for B (29 -
10)/18 1.05 CR for C (27 - 10)/8 2.125 CR
for D (26 - 10)/12 1.33 Sequence B, D, A, C.
96JUST IN-TIME PRODUCTION
- Just-in-time (JIT) is an approach to production
that was developed in Japan to minimize
inventories.
97DefinitionJust-in-time (JIT) manufacturing is a
Japanese management philosophy applied in
manufacturing which involves having the right
items of the right quality and quantity in the
right place and at the right time.
98- Inventory ties up investment funds and takes up
space. -
- To reduce this form of waste, the JIT approach
includes a number of principles and procedures
aimed at reducing inventories, either directly or
indirectly. - Indeed, the scope of JIT is so broad that it is
often referred to as a philosophy.
99- Just-in-time procedures have proved most
effective in high-volume repetitive
manufacturing, such as the automobile industry. - The potential for in-process inventory
accumulation in this type of manufacturing is
significant because both the quantities of
products and the number of components per product
are large.
100- Just-in-time system produces exactly the right
number of each component required to satisfy the
next operation in the manufacturing sequence just
when that component is needed just-in-time.
101- To the Japanese, the ideal batch size is one
part. As a practical matter, more than one part
are produced at a time, but the batch size is
kept small. Under JIT, producing too many units
is to be avoided as much as producing too few
units. - This is a production discipline that contrasts
sharply with traditional U.S. practice, which has
promoted use of large in-process inventories to
deal with problems such as machine breakdowns,
defective components, and other obstacles to
smooth production. - The U.S. approach might be described as a
just-in-case philosophy.
102- Although the principal aim in JIT is inventory
reduction, this cannot simply be achieved.
Several requisites must be pursued to make it
possible. - These include
- stable production schedules,
- small batch sizes and short setup times,
- on-time delivery,
- defect-free components and materials,
- reliable production equipment,
- pull system of production control,
- a work force that is capable, committed, and
cooperative, and - a dependable supplier base.
103- Stable Schedule
- For JIT to be successful, work must flow
smoothly with minimum perturbations from normal
operations. Perturbations require changes in
operating procedures - increases and decreases in production rate,
- unscheduled setups,
- variations from the regular work routine, and
other exceptions.
104- Small Batch Sizes and Setup Reduction Another
requirement for minimizing inventories is small
batch sizes and short setup times.
105- Some approaches used to reduce setup time
include - perform as much of the setup as possible while
the previous job is still running - use quick-acting clamping devices instead of
bolts and nuts - eliminate or minimize adjustments in the setup
and - use group technology and cellular manufacturing
so that similar part styles are produced on the
same equipment.
106- For the success of JIT production
- On-time Delivery
- Zero Defects
- Reliable Equipment
- must be established
107Pull System of Production Control
Process 1
Process 2
Process 3
A push system
Process 1
Process 2
Process 3
A pull system
- JIT requires a pull system of production control
- MRP is a push system.
108JUST IN TIME PHILOSOPHY
- PULL SYSTEM
- - ONLY WHAT IS NEEDED IN THE NEXT STAGE OF
PRODUCTION IS PRODUCED.
109- One famous pull system is the Kanban system used
by Toyota, the Japanese automobile company. - Kanban (pronounced kahn-bahn) is a Japanese word
meaning card. The Kanban system of production
control is based on the use of cards to authorize
production and work flow in the plant.
110- There are two types of kanbans
- production kanbans and
- transport kanbans
- A production kanban authorizes production of a
batch of parts. The parts are placed in a
container, so the batch must consist of just
enough parts to fill the container. Production of
additional parts is not permitted. - The transport kanban authorizes movement of the
container of parts to the next station in the
sequence.
111QUALITY ASSURANCE
- Quality is maintained in two ways
- each worker monitors his or her work and
- periodic inspections are performed by individuals
from the quality control function.
112- Inspection is necessary at several places in the
manufacturing process, including - Inspection of raw materials
- Inspection of manufactured product
- Preprocess
- In-process
- Post process
113- Inspection of production process
- parameters
- Tools
- Fixtures
- Production machinery
- Verification/calibration
- Inspection fixtures
- Inspection gauges
- Inspection machinery
114- Ideally, suppliers should provide good products.
- If the receiving firm can depend on the quality
of the materials, quality assurance will not have
to inspect incoming product.
115- If inspection is required, statistical sampling
techniques are often used. -
- These procedures are called acceptance sampling
and are based on the premise that a random sample
drawn from a batch is representative of the
entire batch. -
- Thus, only the sample is inspected in
determining the quality of the entire batch.
116- In many companies where the production of
high-quality parts is the company policy, workers
inspect the parts during the production process
to ensure that the process is under control.
117- Some operations involve 100 inspection and some
use random samples. - Statistical process control (SPC) charts may be
used to assist in monitoring the production
process.
118CONTROL CHART
119- In recent years there has been growing
recognition of the value of SPC charts, since - 1. Control charts are a proven technique for
improving productivity. - A successful control chart program reduces scrap
and rework, which are primary productivity
killers in any operation. -
- If scrap and rework are reduced
- productivity increases,
- cost decreases, and
- production capacity (measured as the number of
conforming parts per time period) increases.
120- 2. Control charts are effective in preventing
nonconformity. - The control chart helps keep the process in
control, which is consistent with the do it
right the first time philosophy. - It is rarely cheaper to sort out good units from
bad ones later on than it is to build them
correctly in the first place. - If there is no effective process control,
operators are being paid to make non-conforming
product.
121- 3.Control charts prevent unnecessary process
adjustments. - A control chart can distinguish between
background noise and abnormal variation no other
device, including a human operator, is as
effective in making this distinction.
122- 4.Control charts provide diagnostic information.
- Frequently, the pattern of points on the control
chart will contain information of diagnostic
value to an experienced operator or engineer. -
- This information allows the implementation of a
change that improves the performance of a process.
123- 5. Control charts provide information about
process capability. - The control chart provides information about the
value of important process parameters and their
stability over time. This allows an estimate of
process capability to be made. - Since quality is an extremely important
consideration in global competitive markets, it
is easy to understand why SPC and control charts
are being implemented by many firms.
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