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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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Quality ControlQuality Control
Chapter 8- ControlChapter 8- Control
Charts for AttributesCharts for AttributesPowerPoint presentation to accompanyPowerPoint presentation to accompany
BestereldBestereld
Quality Control, 8eQuality Control, 8e
PowerPoints created by RosidaPowerPoints created by RosidaCoowarCoowar
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OutlineOutline
Attribute Control Charts for Nonconforming Units
Control Charts for Count of
Nonconformities A Quality Rating System
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earnin! Ob"ecti#esearnin! Ob"ecti#es
When you have completed this chapter you
should:
Kno limitations of variable control charts and
the di!erent types of attribute charts"
Kno the ob#ectives of the p chart group and the
applicable distribution"
$e able to construct a:
%raction defective chart& '(ed subgroup si)e
%raction defective chart&variable subgroup si)e
*ercent defective chart
Number defective chart
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earnin! Ob"ecti#es cont$d%earnin! Ob"ecti#es cont$d%
When you have completed this chapter youshould:
Kno ho to minimi)e the e!ect of variable
subgroup si)e"Kno the applications of the c chart group+ the
applicable distribution and to conditions"
$e able to construct a c chart and a u chartand ,no the di!erence beteen them"
Kno the three classes of defect severity
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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-he term Attribute refers to those .ualitycharacteristics that conform to
speci'cations or do not conform to
speci'cations"
Attribute are used:
/" Where measurements are not possible"
0" Where measurements can be made but
are not made because of time+ cost+ or
need"
AttributeAttribute
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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A nonconformity is a departure of a.uality characteristic from its intended
level or state that occurs ith a severity
su1cient to cause an associated
product or service not to meet a
speci'cation re.uirement"
2efect is concerned ith satisfying
intended normal+ or reasonably
foreseeable+ usage re.uirement"
AttributeAttribute
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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2efect is appropriate for use henevaluation is in terms of usage"
Nonconformity is appropriate for
conformance to speci'cations" -he term Nonconforming Unitis used to
describe a unit of product or service
containing at least one nonconformity"
AttributeAttribute
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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2efective is analogous to defect and isappropriate for use hen unit of
product or service is evaluated in terms
of usage rather than conformance to
speci'cations"
3imitations of variable control charts:
-hese charts cannot be used for .uality
characteristics hich are attributes"
AttributeAttribute
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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-ypes of Attribute Charts:/" Nonconforming Units 4based on the
$inomial distribution5:pchart+ np
chart"
0" Nonconformities 4based on the
*oisson distribution5: cchart+ uchart"
AttributeAttribute
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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-he PChart is used for data that consist ofthe proportion of the number of
occurrences of an event to the total
number of occurrences"
6t is used in .uality to report the fraction or
percent nonconforming in a product+
.uality characteristic+ or group of .uality
characteristics"
&he P Chart&he P Chart
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%ormula:
-he fraction nonconforming+p+ is usually
small+ say+ 7"/7 or less"
$ecause the fraction nonconforming is
very small+ the subgroup si)es must be
.uite large to produce a meaningful
chart"
npp
n=
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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6t can be used to control one .ualitycharacteristic+ as is done ith 8 bar and R
chart+
9r to control a group of .uality characteristics
of the same type or of the same part+
9r to control the entire product"
6t can be established to measure the .uality
produced by a or, center+ by a department+
by a shift+ or by an entire plant"
&he P Chart&he P Chart
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6t is fre.uently used to report theperformance of an operator+ group of
operators+ or management as a means
of evaluating their .uality performance"
-he subgroup si)e of the Pchart can be
either variable or constant"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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9b#ectives of the PChart:/" 2etermine the average .uality level:
-his information provides the process
capability in terms of attributes"
0" $ring to the attention of management
any changes in the average"
" 6mprove the product .uality: 6deas for
.uality improvement"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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9b#ectives of the PChart cont;d:" Suggest places to use 8 bar and R chart:
-hey are more sensitive to variation"
?" 2etermine acceptance criteria of a
product before shipment to the customer"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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P&Chart Construction for ConstantSubgroup Si)e/" Select the .uality characteristic4s5:
a5 Single .uality characteristic"
b5 @roup of .uality characteristics"c5 A part"
d5 An entire product"
e5 A number of products"
f5 6t can be established for performance control ofan
operator+ or, center+ department+ shift+ plant+or corporation
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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PChart Construction for Constant SubgroupSi)e cont;d"
0" 2etermine the subgroup si)e and
method: -he si)e of the subgroup is a function
of the proportion nonconforming"
A minimum si)e of >7 is suggested asa starting point"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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PChart Construction for Constant SubgroupSi)e cont;d"
" Collect the data:
At least 0> subgroups" 2i!erent sources 4Chec, sheet5"
%or each subgroup the proportion
nonconforming is calculated by theformula P np/n
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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PChart Construction for Constant Subgroup Si)e
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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P Chart Construction for Constant Subgroup Si)econt;d"
>" =stablish the revised central line and control
limits"0
0 00
0 00
(13
(1 )3
d
new
d
np npp p
n n
p pUCL p
np p
LCL pn
= =
= +
=
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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-he PChart is most e!ective if it isposted here operating and .uality
personnel can vie it"
-he control limits are usually threestandard deviations from the central
value" -herefore+ appro(imately BB of
the plotted points+ P+ ill fall beteen the
upper and loer control limits"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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A PChart ill also indicate long&rangetrends in .uality+ hich ill help to
evaluate changes in personnel+
methods+ e.uipment+ tooling+
materials+ and inspection techni.ues"
P&chart is based on the binomial
distribution"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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PChart Construction for Dariable SubgroupSi)e
/" Collect the data"
0" 2etermine the trial central line and control
limits: Since the subgroup si)e changes
each day+ limits must be calculated for
each day"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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PChart Construction for Dariable SubgroupSi)e cont;d"
0" As the subgroup si)e gets larger+ the
control limits are closer together"" =stablish revised central line and control
limits:
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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PChart Construction for Dariable SubgroupSi)e cont;d"
6f Pois ,non+ the process of data
collection and trial control limits is not
necessary"
Pis the proportion 4fraction5
nonconforming in a single subgroup"
Pis the average proportion 4fraction5
nonconforming of many subgroup"
&he P Chart&he P Chart
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PChart Construction for DariableSubgroup Si)e cont;d"
Pois the standard or reference value of
the proportion 4fraction5nonconforming based on the best
estimate of PBar"
E is the population proportion
4fraction5 nonconforming"
&he P Chart&he P Chart
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Finimi)ing the =!ect of Dariable Subgroup Si)e
/" Control limits for an average subgroup si)e: $y using an
average subgroup si)e+ one limit can be calculated and
placed on the control chart"
0 0
0
0 0
0
(13
(1 )3
av
av
av
nn
g
p pUCL pn
p pLCL p
n
=
= +
=
&he P Chart&he P Chart
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Finimi)ing the =!ect of Dariable Subgroup Si)econt;d"
Case I:-his case occurs hen a point 4subgroup
fraction nonconforming5 falls inside the limits and
its subgroup si)e is smaller than the average
subgroup si)e"
Case II: -his case occurs hen a point 4subgroup
fraction nonconforming5 falls inside the averagelimits and its subgroup si)e is larger than the
average subgroup si)e"
&he P Chart&he P Chart
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Finimi)ing the =!ect of Dariable Subgroup Si)econt;d"
Case III:-his case occurs hen a point 4subgroup
fraction nonconforming5 falls outside the limits
and its subgroup si)e is larger than the average
subgroup si)e"
Case IV: -his case occurs hen a point 4subgroup
fraction nonconforming5 falls outside limits andits subgroup si)e is less than the average
subgroup si)e"
&he P Chart&he P Chart
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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Number Nonconforming Chart 4np5: -he np chart is easier for operating
personnel to understand than thep
chart"
-he limitation that this chart has is that
the subgroup si)e needs to be constant"
&he np Chart&he np Chart
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0
0 0 0
Central Line =
Control Limits = 3 (1 )
np
np np p
&he np Chart&he np Chart
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Number Nonconforming Chart 4np5: 6f the fraction nonconformingpois
un,non+ then it must be determine by
collecting data+ calculating trial control
limits+ and obtaining the best estimate
ofpo"
&he np Chart&he np Chart
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%or an attribute this process is much simpler"
-he process capability is the central line of
the control chart"
Fanagement is responsible for the
capability"
When the plotted point is outside the control
limit+ operating personnel are usually
responsible"
Process CapabilityProcess Capability
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-he nonconformities chart controls the
count of nonconformities ithin the product
or service"
An item is classi'ed as a nonconforming
unit hether it has one or many
nonconformities"
Count of nonconformities 4c5 chart"
Count of nonconformities per unit 4u5 chart"
Control Charts for Count ofControl Charts for Count of
'on-conformities'on-conformities
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Since these charts are based on the
*oisson distribution+ to conditions
must be met:
/" -he average count of nonconformities
must be much less than the total
possible count of nonconformities"
0" -he occurrences are independent"
Control Charts for Count of Non&Control Charts for Count of Non&
conformitiesconformities
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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9b#ectives:
/" 2etermine the average .uality level: -his
information gives the initial processcapability"
0" $ring to the attention of management any
changes in the average"
" 6mprove the product .uality: 6deas for
.uality improvement"
Control Charts for Count of Non&Control Charts for Count of Non&
conformitiesconformities
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9b#ectives cont;d":
" Suggest places to use 8 bar and R
chart"
?" 2etermine acceptance criteria of a
product before shipment to the
customer"
Control Charts for Count ofControl Charts for Count of
'on-conformities'on-conformities
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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C Chart construction:
/" Select the .uality characteristic4s5:
a5 Single .uality characteristic"
b5 @roup of .uality characteristics"
c5 A part"
d5 An entire product"
e5
A number of products"f5 6t can be established for performance control of
an: operator+ or, center+ department+ shift+
plant+ or corporation
Control Charts for Count of Non&Control Charts for Count of Non&
conformitiesconformities
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Besterfield: Quality Control, 8thed.. 2009 Pearson Education, Upper addle !i"er, #$ 0%&'8.
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C Chart construction cont;d:
0" 2etermine the subgroup si)e and
method:" Collect the data:
At least 0> subgroups"
2i!erent sources"
Control Charts for Count ofControl Charts for Count of
'on-conformities'on-conformities
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>" =stablish the revised central line and
control limits
dnew 0
d
0 0
0 0
c - c
c = c = g - g
UCL = c ! c
LCL = c - ! c
Control Charts for Count ofControl Charts for Count of
'on-conformities'on-conformities
C chart construction cont;d:
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?" Achieve the ob#ectives: -he reason forthe control chart is to achieve one or
more of the previously stated ob#ectives"
Control Charts for Count ofControl Charts for Count of
'on-conformities'on-conformities
C chart construction cont;d:
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Chart for Count of NonconformitiesGUnit 4u
Chart5
3
3
ccu u
n n
uUCL u
n
uLCL u
n
= =
= +
=
Control Charts for Count ofControl Charts for Count of
'on-conformities()nit'on-conformities()nit
l h f f
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Chart for Count of NonconformitiesGUnit
4uChart5
Scale selected is continuous for the uchart" %or the cchart is discrete"
Subgroup si)e for the uchart can vary" %or
the cchart is /"
-he uchart is limited in that e do not
,no the location of the nonconformities"
Control Charts for Count ofControl Charts for Count of
'on-conformities'on-conformities
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Nonconformity Classi'cation:
/" Critical nonconformities: Unsafe conditions for
individuals using+ maintaining+ or depending
upon the product"
0" Fa#or nonconformities: Result in failure or reducematerially the usability of the product for its
intended purpose"
" Finor nonconformities: Reduce materially the
usability of the product for its intended purpose"
A Quality Ratin! *ystemA Quality Ratin! *ystem
Control Charts forControl Charts for
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0 0 0 0
2 2 20 0 0 0
0 0
0 0
, 9,3 1
9 3 1
9 3 1
9 3 1
33
c c ma ma mi mi
c ma mi
c ma mi
c ma mi
u c ma mi
u
u
D w u w u w u
when w w and w are and
D u u u
D u u u
u u u
UCL DLCL D
= + +
= + +
= + +
= + +
= +
=
Control Charts forControl Charts for+emerits()nit+emerits()nit
l h l iC t l Ch t * l ti
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Quality Characteristic
*aria+le (ttri+ute
n-
n/-0
and 1!no
yes
and s
and !no
yes
efecti"e efect
constantsa3ple
si4e
p5chart 6ith"aria+le sa3ple
si4e
no
p or
np
yesconstant
sa3plin)
unit
c u
yes no
Control Chart *electionControl Chart *election