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제 4 강 통계기법. 2012 . 03. 28. 안산 대학교 디지털 정보학과 품질관리 담당 : 조 중 상 교수. 1. Harry&Schroeder(2000) -. 산업의 미래는 통계지식에 달려있다 , -. 미래를 보게 해주고 우리의 생활을 발전된 방향으로 변화하게 해준다 -. 기업들이 자료를 수집하고 , 정보로 전환한 뒤 , 직관 또는 과거의 경험이 아닌 사실에 근거하여 정보를 해석한다 - PowerPoint PPT Presentation
Citation preview
4 2012 . 03. 28 : *
1. Harry&Schroeder(2000) -. , -. -. , , -. 2.Deming(1986) -. . -. .
4.1 4.2 7 QC 4.3 7 QC 4.4 4.5 FMEA4.6
4.1 : ? 1. -. -. -. .
2. Barabba &Zaltman(1991) , -. -. . -. , (perception bias) : , ( ) , (interaction bias) : , :
(Statistical Thinking)1) .
2) , ,
3) : // *. *. *. *.
4.2 7 QC 1. 2. 3. 4. 5. 6. 7. Ishikawa(1986)
-. 7QC -. QC 7 -. : / -. / / / / / / / -. . : , )
Bowels & Hammond(1991)
-. Ishikawa . , ,
4.2 7 QC 1. 2. 3. 4. 5. 6. 7. Ishikawa(1986)
-. 7QC -. QC 7 -. : / -. / / / / / / / -. . : , )
Kaoru Ishikawa (1915-1988)
-. -. (1960 )-. -. -.
4.2.11. (, CE(Cause-and-Effect), (fishbone diagram) Ishikawa **> 2. 3. : , , 4. : .()5. .
1. 12
2. 1 : 2 : 3 :
4 : , , 5 : 6 : . . 7 : . ,
Cause & Effect Diagram
3. , ,
-.
-. ,
4.2.2
1. /Stratification4 , . (SQC) . .
2. 5 , . AB
3. /Stratification6 data data . () , , , , ,, , / , , , , , , , LOT, , , , , , LOT, , LINE
4. /Stratification7 /, , ,, , , , , , , ,
5. 8-. .-. .-. .-. -. .-. .-. .-. .
-.
-.
-. 4W(who, what, where, when) 1H(how)
-. (check list) 4.2.3
1. /Check Sheet13Data .
2. 14 Data , .
, , , 3. 15
0000000000000000000000000
&A
&P
LIST
LIST
NO
1 00436
200440
3 00442
4 00447
5VALEO COVER 00732
6 00734
7 00733
8TRK 00880
9TRK 00881
10TRK VALEO COVER 00882
M/C:PV-00 : .
12345678910111213141516171819202122232425262728293031
12345678910111213141516171819202122232425262728293031
12345678910111213141516171819202122232425262728293031
1999
()
M/C:PV-00698 : ,
12345678910111213141516171819202122232425262728293031
1.51
2101
12345678910111213141516171819202122232425262728293031
51
12345678910111213141516171819202122232425262728293031
.301
S/W ON,OFF31
S/W S/W ON,OFF41
CHECK SHEET 2001 1
()
M/C:PV-00845 : ,
12345678910111213141516171819202122232425262728293031
1,51
2,31
3.51
12345678910111213141516171819202122232425262728293031
12345678910111213141516171819202122232425262728293031
1 21
2 21
3 21
4 S/W ON,OFF51
CHECK SHEET 2001 1
()
M/C:PV-00846 : ,
12345678910111213141516171819202122232425262728293031
1 51
2 51
12345678910111213141516171819202122232425262728293031
1 31
2 31
12345678910111213141516171819202122232425262728293031
110bar max151
2 5bar min151
3 21
CHECK SHEET 2001 1
()
M/C:PV-01007 : ,
12345678910111213141516171819202122232425262728293031
1,31
2PRINT,31
3 51
4
12345678910111213141516171819202122232425262728293031
11
2
3
4
12345678910111213141516171819202122232425262728293031
1STYLUS31
2RECORDING PEN31
CHECK SHEET 2001 1
()
M/C:PV-00513 : ,
12345678910111213141516171819202122232425262728293031
1 51
2 51
12345678910111213141516171819202122232425262728293031
131
12345678910111213141516171819202122232425262728293031
11~10bar max151
2 5bar min151
CHECK SHEET 2001 1
()
(2)
M/C:PV-00734 : ,
12345678910111213141516171819202122232425262728293031
1 31
2PC 32
3 31
4 51
12345678910111213141516171819202122232425262728293031
1 GUN31
2ANGLE BAR GUN31
3BALL GUIDE GUN31
4BALL NUT GUN31
12345678910111213141516171819202122232425262728293031
1TORQUE CELL31
2LIMIT 11
3SERVO MOTER POM .31
4 PC .21
5AIR SYSTEMIN:5.5bar&31
OUT:5bar
CHECK SHEET 2001 1
()
(2)
M/C:PV-00733 : ,
12345678910111213141516171819202122232425262728293031
1 31
2PC ,31
3 (PC)31
4 51
12345678910111213141516171819202122232425262728293031
1SHAFT 51
2
3
4
12345678910111213141516171819202122232425262728293031
1JIG 31
2 31
3LOAD CELL1201
4 SENSOR 601
CHECK SHEET 2001 1
()
M/C:PV-00844 : ,
12345678910111213141516171819202122232425262728293031
1,31
2,31
3,31
4 51
12345678910111213141516171819202122232425262728293031
1SHAFT 51
2 OIL GUN31
3
4
12345678910111213141516171819202122232425262728293031
1 31
2 31
CHECK SHEET 2001 1
()
COVER
VALEO COVER M/C:PV-00732 : ,
12345678910111213141516171819202122232425262728293031
1 ,101
2PC ,51
3 51
4, 151
12345678910111213141516171819202122232425262728293031
1PUSH RING GUN31
2PLATE RING GUN31
3STARTING MACHINEPULLOIL GUN31
12345678910111213141516171819202122232425262728293031
1()0.7 bar & 31
2()5.5 bar & 31
3PLATE 601
4PUSH 601
5PULL 601
6SENSOR BOX'0'TEST PC501
7TEST 31
CHECK SHEET 2001 1
()
M/C:PV-00442 : ,
12345678910111213141516171819202122232425262728293031
1 ,31
2,31
3PRINT,31
4 51
12345678910111213141516171819202122232425262728293031
1 SHAFT 1
2
3
4
12345678910111213141516171819202122232425262728293031
1 51
2
3
CHECK SHEET 2001 1
()
(UTM)M/C:PV-01006 : ,
12345678910111213141516171819202122232425262728293031
1 ,31
2,31
3 51
4
12345678910111213141516171819202122232425262728293031
1SHAFT 1
2 1
3
4
12345678910111213141516171819202122232425262728293031
1MOTOR BELT 51
2 51
3 51
CHECK SHEET 2001 1
()
trk CO
TRK VALEO COVER M/C:PV-00882 : ,
12345678910111213141516171819202122232425262728293031
1 ,101
2PC ,51
3 51
4151
12345678910111213141516171819202122232425262728293031
1PUSH RING GUN31
2PLATE RING GUN31
3LM GUIDE GUN31
12345678910111213141516171819202122232425262728293031
1()0.7 bar & 31
2()5.5 bar & 31
3PLATE 601
4PUSH 601
5PULL 601
6SENSOR BOX'0'TEST PC501
7 SENSOR 1
CHECK SHEET 2001 1
()
trkDISC
TRK M/C:PV-00880 : ,
12345678910111213141516171819202122232425262728293031
1 ,31
2PC ,31
3 32
4 51
12345678910111213141516171819202122232425262728293031
1SHAFT 51
2ANGLE BAR GUN31
3
4
12345678910111213141516171819202122232425262728293031
1JIG 31
2TORQUE CELL201
3 31
4 31
5 41
CHECK SHEET 2001 1
()
trkCU (4)
TRK M/C:PV-00881 : ,
12345678910111213141516171819202122232425262728293031
1 31
2PC ,31
3 (PC)31
4 51
12345678910111213141516171819202122232425262728293031
1JIG 31
2 31
3LOAD CELL 1201
4 SENSOR 601
CHECK SHEET 2001 1
()
4. 16
5. 17
Sheet1
3/33/43/53/63/73/8
S/Pin //////////////////
F/C /////////////
CU/P /-///-/
T/Spring//////////////// ////////
F/Washer//////////////////
6. 18
0000000000000000000000000
&A
&P
LIST
LIST
NO
1 00436
200440
3 00442
4 00447
5VALEO COVER 00732
6 00734
7 00733
8TRK 00880
9TRK 00881
10TRK VALEO COVER 00882
M/C:PV-00 : .
12345678910111213141516171819202122232425262728293031
12345678910111213141516171819202122232425262728293031
12345678910111213141516171819202122232425262728293031
1999
()
M/C:PV-00698 : ,
12345678910111213141516171819202122232425262728293031
1.51
2101
12345678910111213141516171819202122232425262728293031
51
12345678910111213141516171819202122232425262728293031
.301
S/W ON,OFF31
S/W S/W ON,OFF41
CHECK SHEET 2001 1
()
M/C:PV-00845 : ,
12345678910111213141516171819202122232425262728293031
1,51
2,31
3.51
12345678910111213141516171819202122232425262728293031
12345678910111213141516171819202122232425262728293031
1 21
2 21
3 21
4 S/W ON,OFF51
CHECK SHEET 2001 1
()
M/C:PV-00846 : ,
12345678910111213141516171819202122232425262728293031
1 51
2 51
12345678910111213141516171819202122232425262728293031
1 31
2 31
12345678910111213141516171819202122232425262728293031
110bar max151
2 5bar min151
3 21
CHECK SHEET 2001 1
()
M/C:PV-01007 : ,
12345678910111213141516171819202122232425262728293031
1,31
2PRINT,31
3 51
4
12345678910111213141516171819202122232425262728293031
11
2
3
4
12345678910111213141516171819202122232425262728293031
1STYLUS31
2RECORDING PEN31
CHECK SHEET 2001 1
()
M/C:PV-00513 : ,
12345678910111213141516171819202122232425262728293031
1 51
2 51
12345678910111213141516171819202122232425262728293031
131
12345678910111213141516171819202122232425262728293031
11~10bar max151
2 5bar min151
CHECK SHEET 2001 1
()
(2)
M/C:PV-00734 : ,
12345678910111213141516171819202122232425262728293031
1 31
2PC 32
3 31
4 51
12345678910111213141516171819202122232425262728293031
1 GUN31
2ANGLE BAR GUN31
3BALL GUIDE GUN31
4BALL NUT GUN31
12345678910111213141516171819202122232425262728293031
1TORQUE CELL31
2LIMIT 11
3SERVO MOTER POM .31
4 PC .21
5AIR SYSTEMIN:5.5bar&31
OUT:5bar
CHECK SHEET 2001 1
()
(2)
M/C:PV-00733 : ,
12345678910111213141516171819202122232425262728293031
1 31
2PC ,31
3 (PC)31
4 51
12345678910111213141516171819202122232425262728293031
1SHAFT 51
2
3
4
12345678910111213141516171819202122232425262728293031
1JIG 31
2 31
3LOAD CELL1201
4 SENSOR 601
CHECK SHEET 2001 1
()
M/C:PV-00844 : ,
12345678910111213141516171819202122232425262728293031
1,31
2,31
3,31
4 51
12345678910111213141516171819202122232425262728293031
1SHAFT 51
2 OIL GUN31
3
4
12345678910111213141516171819202122232425262728293031
1 31
2 31
CHECK SHEET 2001 1
()
COVER
VALEO COVER M/C:PV-00732 : ,
12345678910111213141516171819202122232425262728293031
1 ,101
2PC ,51
3 51
4, 151
12345678910111213141516171819202122232425262728293031
1PUSH RING GUN31
2PLATE RING GUN31
3STARTING MACHINEPULLOIL GUN31
12345678910111213141516171819202122232425262728293031
1()0.7 bar & 31
2()5.5 bar & 31
3PLATE 601
4PUSH 601
5PULL 601
6SENSOR BOX'0'TEST PC501
7TEST 31
CHECK SHEET 2001 1
()
M/C:PV-00442 : ,
12345678910111213141516171819202122232425262728293031
1 ,31
2,31
3PRINT,31
4 51
12345678910111213141516171819202122232425262728293031
1 SHAFT 1
2
3
4
12345678910111213141516171819202122232425262728293031
1 51
2
3
CHECK SHEET 2001 1
()
(UTM)M/C:PV-01006 : ,
12345678910111213141516171819202122232425262728293031
1 ,31
2,31
3 51
4
12345678910111213141516171819202122232425262728293031
1SHAFT 1
2 1
3
4
12345678910111213141516171819202122232425262728293031
1MOTOR BELT 51
2 51
3 51
CHECK SHEET 2001 1
()
trk CO
TRK VALEO COVER M/C:PV-00882 : ,
12345678910111213141516171819202122232425262728293031
1 ,101
2PC ,51
3 51
4151
12345678910111213141516171819202122232425262728293031
1PUSH RING GUN31
2PLATE RING GUN31
3LM GUIDE GUN31
12345678910111213141516171819202122232425262728293031
1()0.7 bar & 31
2()5.5 bar & 31
3PLATE 601
4PUSH 601
5PULL 601
6SENSOR BOX'0'TEST PC501
7 SENSOR 601
CHECK SHEET 2001 1
()
trkDISC
TRK M/C:PV-00880 : ,
12345678910111213141516171819202122232425262728293031
1 ,31
2PC ,31
3 32
4 51
12345678910111213141516171819202122232425262728293031
1SHAFT 51
2ANGLE BAR GUN31
3
4
12345678910111213141516171819202122232425262728293031
1JIG 31
2TORQUE CELL201
3 31
4 31
5 41
CHECK SHEET 2001 1
()
trkCU (4)
TRK M/C:PV-00881 : ,
12345678910111213141516171819202122232425262728293031
1 31
2PC ,31
3 (PC)31
4 51
12345678910111213141516171819202122232425262728293031
1SHAFT 51
2LM GUIDE 51
3
4
12345678910111213141516171819202122232425262728293031
1JIG 31
2 31
3LOAD CELL 1201
4 SENSOR 601
CHECK SHEET
()
4.2.4 -. (Histogram) -.
-. ,
ex)502mm
ex)
ex)
4F4F
3F3F
2F2F
1F1F
&C
&C
()
(/)
50mm
52mm
48mm
LOT
DATA
LOT
DATA
Sampling
Sampling
()
()
1
2
R = X max - X min
100 ~ 250
7 ~1210 ~ 20
ex)X min = 10.02
X max = 10.08
0.750.75
ex)
5.56.05.96.15.96.35.66.46.46.0-0.80-0.30-0.40-0.20-0.400.00-0.700.100.10-0.30-0.000.090.160.040.1600.490.010.010.09
5.86.06.66.06.16.06.56.27.66.7- SPEC-0.50-0.300.30-0.30-0.20-0.300.20-0.101.300.400.250.090.090.090.040.090.040.011.690.16
6.36.55.56.17.16.06.96.86.36.16.2 1.50.000.20-0.80-0.200.80-0.300.600.500.00-0.2000.040.640.040.640.090.360.2500.04
6.96.05.86.26.56.06.95.85.96.20.60-0.30-0.50-0.100.20-0.300.60-0.50-0.40-0.100.360.090.250.010.040.090.360.250.160.01
5.66.05.35.76.06.37.46.66.36.7- X max= 7.7-0.70-0.30-1.00-0.60-0.300.001.100.300.000.400.490.0910.360.0901.210.0900.16
7.16.86.37.06.36.06.26.07.66.3- X min = 5.30.800.500.000.700.00-0.30-0.10-0.301.300.000.640.2500.4900.090.010.091.690
6.06.06.66.46.16.36.77.75.66.0- k = 10-0.30-0.300.300.10-0.200.000.401.40-0.70-0.300.090.090.090.010.0400.161.960.490.09
6.46.66.26.47.07.65.66.76.06.20.100.30-0.100.100.701.30-0.700.40-0.30-0.100.010.090.010.010.491.690.490.160.090.010.231922
6.96.76.05.95.96.05.86.76.26.50.600.40-0.30-0.40-0.40-0.30-0.500.40-0.100.200.360.160.090.160.160.090.250.160.010.04
5.86.76.56.35.86.46.06.85.66.2-0.500.430.200.00-0.500.10-0.300.50-0.70-0.100.250.18490.0400.250.010.090.250.490.01
-0.70.3-2.3-0.9-0.3-0.10.62.70.5-0.1-0.3
NoX (U)fXfX
15.25 ~ 5.455.3611
25.45 ~ 5.655.5578
35.65 ~ 5.855.75715
45.85 ~ 6.055.952439
56.05 ~ 6.256.151453
66.25 ~ 6.456.351669
76.45 ~ 6.656.55877
86.65 ~ 6.856.751188
96.85 ~ 7.056.95593
107.05 ~ 7.257.15295
117.25 ~ 7.457.35196
127.45 ~ 7.657.55399
137.65 ~ 7.857.751100
100
NoX (U)fXfX
15.25 ~ 5.455.3611-3-39
25.45 ~ 5.655.5578-2-14285.95 + ((167/100) X 0.2)
35.65 ~ 5.855.75715-1-77= 6.284
45.85 ~ 6.055.952439000
56.05 ~ 6.256.15145311414
66.25 ~ 6.456.35166923264
76.45 ~ 6.656.5587732472
86.65 ~ 6.856.751188444176
96.85 ~ 7.056.95593525125
107.05 ~ 7.257.1529561272
117.25 ~ 7.457.351967749
127.45 ~ 7.657.55399824192
137.65 ~ 7.857.7511009981
10010039167889
U =
U = 0.0021 X 1,000,000 = 2,100 PPM
U =
U = 0.00066 X 1,000,000 = 660 PPM
U = 2,100 + 660 = 2,760PPM
Cp =
= AVERAGE(Xi : Xn)
&C
&C
SU - X
s
fX
n
R
(k)
* h =
...
...
2
*
.
* ( )
.
*
. ( )
*
.
( )
2
2
2
2
* k =
n
fX
n
* s = h
2
2
= 0.2
889
100
167
100
2
= 0.2
8.89 - 2.79
= 0.2
6.1
= 0.494
2
2
2
(Xi)
- s =
"=STDEVP (X1 : Xn)" CUMPUTER
X - SL
s
7.7 - 6.284
0.494
=
=23.831
S
n
=
23.831
100
=
0.23831
= 0.488
= 2.87
6.284 - 4.7
0.494
=
= 3.21
SU - SL
6s
=
7.7 - 4.7
6 X 0.494
3.0
2.964
=
= 1.01
" =AVERAGE (X1 : Xn)" CUMPUTER
n
fX
n
2
2
fX
n
= h
( s )
=
Xi
n
=STDEVP(Xi : Xn)
X - SL
s
=
SU - X
s
+
SU - SL
6s
Cp=
Cp .
(Xi)
n
2
&C
&C
,()
* () .
()
()
* .
* .
* .
* .
* DATA .
()
* .
* DATA .
1
1
Pr =
u0.090.080.070.060.050.040.030.020.010.00
-3.50.000170.000170.000180.000190.000190.000200.000210.000220.000220.00023
-3.40.000240.000250.000260.000270.000280.000290.000300.000310.000330.00034
-3.30.000350.000360.000380.000390.000400.000420.000430.000450.000470.00048
-3.20.000500.000520.000540.000560.000580.000600.000620.000640.000660.00069
-3.10.000710.000740.000760.000790.000820.000850.000870.000900.000940.00097
-3.00.001000.001040.001070.001110.001140.001180.001220.001260.001310.00135
-2.90.00140.00140.00150.00150.00160.00160.00170.00170.00180.0019
-2.80.00190.00200.00210.00210.00220.00230.00230.00240.00250.0026
-2.70.00260.00270.00280.00290.00300.00310.00320.00330.00340.0035
-2.60.00360.00370.00380.00390.00400.00410.00430.00440.00450.0047
-2.50.00480.00490.00510.00520.00540.00550.00570.00590.00600.0062
-2.40.00640.00660.00680.00690.00710.00730.00750.00780.00800.0082
-2.30.00840.00870.00890.00910.00940.00960.00990.01020.01040.0107
-2.20.01100.01130.01160.01190.01220.01250.01290.01320.01360.0139
-2.10.01430.01460.01500.01540.01580.01620.01660.01700.01740.0179
-2.00.01830.01880.01920.01970.02020.02070.02120.02170.02220.0228
-1.90.02330.02390.02440.02500.02560.02620.02680.02740.02810.0287
-1.80.02940.03010.03070.03140.03220.03290.03360.03440.03510.0359
-1.70.03670.03750.03840.03920.04010.04090.04180.04270.04360.0446
-1.60.04550.04650.04750.04850.04950.05050.05160.05260.05370.0548
-1.50.05590.05710.05820.05940.06060.06180.06300.06430.06550.0668
-1.40.06810.06940.07080.07210.07350.07490.07640.07780.07930.0808
-1.30.08230.08380.08530.08690.08850.09010.09180.09340.09510.0968
-1.20.09850.10030.10200.10330.10570.10750.10930.11120.11310.1151
-1.10.11700.11900.12100.12300.12510.12710.12920.13140.13350.1357
-1.00.13790.14010.14230.14460.14690.14920.15150.15390.15620.1587
-0.90.16110.16350.16600.16850.17110.17360.17620.17880.18140.1841
-0.80.18670.18940.19220.19490.19770.20050.20330.20610.20900.2119
-0.70.21480.21770.22070.22360.22660.22970.23270.23580.23890.2420
-0.60.24510.24830.25140.25460.25780.26110.26430.26760.27090.2743
-0.50.27760.28100.28430.28770.29120.29460.29810.30150.30500.3085
-0.40.31210.31560.31920.32280.32640.33000.33360.33720.34090.3446
-0.30.34830.35200.35570.35940.36320.36690.37070.37450.37830.3821
-0.20.38590.38970.39360.39740.40130.40520.40900.41290.41680.4207
-0.10.42470.42860.43250.43640.44040.44430.44830.45220.45620.4602
0.00.46410.46810.47210.47610.48010.48400.48800.49200.49600.5000
2
U
e
x / 2d
2
Pr
0
2
u0.000.010.020.030.040.050.060.070.080.09
+0.00.50000.50400.50800.51200.51600.51990.52390.52790.53190.5359
+0.10.53980.54380.54780.55170.55570.55960.56360.56750.57140.5753
+0.20.57930.58320.58710.59100.59480.59870.60260.60640.61030.6141
+0.30.61790.62170.62550.62930.63310.63680.64060.64430.64800.6517
+0.40.65540.65910.66280.66640.67000.67360.67720.68080.68440.6879
+0.50.69150.69500.69850.70190.70540.70880.71230.71570.71900.7224
+0.60.72570.72910.73240.73570.73890.74220.74540.74860.75170.7549
+0.70.75800.76110.76420.76730.77040.77340.77640.77940.78230.7852
+0.80.78810.79100.79390.79670.79950.80230.80510.80790.81060.8133
+0.90.81590.81860.82120.82380.82640.82890.83150.83400.83650.8389
+1.00.84130.84380.84610.84850.85080.85310.85540.85770.85990.8621
+1.10.86430.86650.86860.87080.87290.87490.87700.87900.88100.8830
+1.20.88490.88690.88880.89070.89250.89440.89620.89800.89970.9015
+1.30.90320.90490.90660.90820.90990.91150.91310.91470.91620.9177
+1.40.91920.92070.92220.92360.92510.92650.92790.92920.93060.9319
+1.50.93320.93450.93570.93700.93820.93940.94060.94180.94290.9441
+1.60.94520.94630.94740.94840.94950.95050.95150.95250.95350.9545
+1.70.95540.95640.95730.95820.95910.95990.96080.96160.96250.9633
+1.80.96410.96490.96560.96640.96710.96780.96860.96930.96990.9706
+1.90.97130.97190.97260.97320.97380.97440.97500.97560.97610.9767
+2.00.97730.97780.97830.97880.97930.97980.98030.98080.98120.9817
+2.10.98210.98260.98300.98340.98380.98420.98460.98500.98540.9857
+2.20.98610.98640.98680.98710.98750.98780.98810.98840.98870.9890
+2.30.98930.98960.98980.99010.99040.99060.99090.99110.99130.9916
+2.40.99180.99200.99220.99250.99270.99290.99310.99320.99340.9936
+2.50.99380.99400.99410.99430.99450.99460.99480.99490.99510.9952
+2.60.99580.99550.99560.99570.99590.99600.99610.99620.99630.9964
+2.70.99650.99660.99670.99680.99690.99700.99710.99720.99730.9974
+2.80.99740.99750.99760.99770.99770.99780.99790.99790.99800.9981
+2.90.99810.99820.99830.99830.99840.99840.99850.99850.99860.9986
+3.00.998650.998690.998740.998780.998820.998860.998890.998930.998960.99900
+3.10.999030.999060.999100.999130.999150.999180.999210.999240.999260.99929
+3.20.999310.999340.999360.999380.999400.999420.999440.999460.999480.99950
+3.30.999520.999530.999550.999570.999580.999600.999610.999620.999640.99965
+3.40.999660.999670.999690.999700.999710.999720.999730.999740.999750.99976
+3.50.999770.999780.999780.999790.999800.999810.999810.999820.999830.99983
0
* SPEC : 6.80.25
5/65/75/85/95/115/125/135/145/155/165/185/195/20
6.846.806.906.876.816.846.796.916.796.956.796.846.92
6.976.996.926.866.796.896.796.946.886.916.886.896.95
6.696.796.746.746.886.846.766.716.736.776.806.686.72
20.5020.5820.5620.4720.4820.5720.3420.5620.4020.6320.4720.4120.59
6.836.866.856.826.836.866.786.856.806.886.826.806.86
(MAN, MACHINE, MATERIAL., METHOD)
UCL
LCLx
n=40.3%2.3%15.9%50.0%84.1%97.7%99.1%
R = (X max) - (X min)
UCL = X + A RnA2D3D4
21.883.27
LCL = X - A R31.02"2.57
40.73"2.28
50.58"2.11
60.48"2.00
UCL = D R70.420.081.92
80.370.141.86
LCL = D R90.340.181.82
100.310.221.78
n2345678910
1.1281.6932.0592.3262.5342.7042.8472.973.078
0.8530.8880.8800.8640.8480.8330.8200.8080.797
ex)R = 1.4
&C
&C
0
0
0
0
0
0
0
0
0
0
0
0
0
&A
&P
()
i
= () 3 = 3
n
=
2
d
R
OC (Operating CharacteristicCurve)
,
1.0
0.0
6.0
3.0
1.0
2.0
4.0
5.0
0.5
,
1.0
0.0
6.0
3.0
1.0
2.0
4.0
5.0
0.5
k
X
2
2
k
R
4
3
2
2
(Xi)
n
fX
n
2
2
fX
n
= h
( s )
=
Xi
n
X - SL
s
=
SU - X
s
+
SU - SL
6s
Cp(k)=
Cpk Cpk .
R
d
2
d
2
d
3
s =
R
d
2
=
1.4
2.059
= 0.68
=
R
d
2
SU - SL
6s
Cp(k) =
Cpk Cpk .
SU - SL
6s
Cp =
{1/2(SU+ SL)-X }
1/2(SU-SL)
Cpk = (1 - k) Cp
k() =
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
(RUN)
7
7 ,
2( ) 3 27 310 4
15 1( ) DATA (UCL, LCL )
40% 1( ) DATA
1. 2. 3.
1. .2. .
A, B, CD, E, F, G, H
E, F, CI, J
E, F, CI, J
G
D, EF, I
A, B, G,H,I
A, B, G
A.
B.
C. (, )
D.
E. ( )
F. ( )
G. ( )
H. . ( )
I.
J. .
CPK
D P MD P MD P MD P M
0.30184,060368,1200.6525,58851,1761.001,3502,7001.352652
0.31176,186352,3720.6623,85247,7041.011,2232,4461.362346
0.32168,528337,0560.6722,21644,4321.021,1072,2141.372040
0.33161,087322,1740.6820,67541,3501.031,0012,0021.381734
0.34153,864307,7280.6919,22638,4521.049041,8081.391530
0.35146,659293,3180.7017,86535,7301.058161,6321.401326
0.36140,071280,1420.7116,58633,1721.067361,4721.411224
0.37133,499266,9980.7215,38630,7721.076641,3281.421020
0.38127,143254,2860.7314,26228,5241.085981,1961.43918
0.39121,000242,0000.7413,20926,4181.095381,0761.44816
0.40115,070230,1400.7512,22524,4501.104839661.45714
0.41109,348218,6960.7611,30422,6081.114348681.46612
0.42103,835207,6700.7710,44420,8881.123907801.47510
0.4398,525197,0500.789,64219,2841.133507001.48510
0.4493,417186,8340.798,89417,7881.143136261.4948
0.4588,508177,0160.808,19816,3961.152805601.5036
0.4683,793167,5860.817,54915,0981.162515021.5136
0.4779,270158,5400.826,94713,8941.172404801.5236
0.4874,934149,8680.836,38712,7741.182044081.5324
0.4970,781141,5620.845,86811,7361.191793581.5424
0.5066,807133,6140.855,38610,7721.201593181.5524
0.5163,008126,0160.864,9409,8801.211422841.5612
0.5259,380118,7600.874,5279,0541.221262521.5712
0.5355,917111,8340.884,1458,2901.231122241.5812
0.5452,616105,2320.893,7927,5841.241002001.5912
0.5549,47198,9420.903,4676,9341.25891781.6012
0.5646,47992,9580.913,1676,3341.26791581.6112
0.5743,63387,2660.922,8905,7801.27701401.6212
0.5840,93081,8600.932,6355,2701.28621241.6312
0.5938,36476,7280.942,4014,8021.29551101.6400
0.6035,93071,8600.952,1864,3721.3048961.6500
0.6133,62567,2500.961,9883,9761.3143861.6600
0.6231,44362,8860.971,8073,6141.3238761.6700
0.6329,37858,7560.981,6413,2821.333366
0.6427,42954,8580.991,4892,9781.342958
0.750.75
ex)
#15.56.05.96.15.9#116.35.66.46.46.0-0.80-0.30-0.40-0.20-0.400.00-0.700.100.10-0.30-0.000.090.160.040.1600.490.010.010.09
#25.86.06.66.06.1#126.06.56.27.66.7- SPEC-0.50-0.300.30-0.30-0.20-0.300.20-0.101.300.400.250.090.090.090.040.090.040.011.690.16
#36.36.55.56.17.1#136.06.96.86.36.16.2 1.50.000.20-0.80-0.200.80-0.300.600.500.00-0.2000.040.640.040.640.090.360.2500.04
#46.96.05.86.26.5#146.06.95.85.96.20.60-0.30-0.50-0.100.20-0.300.60-0.50-0.40-0.100.360.090.250.010.040.090.360.250.160.01
#55.66.05.35.76.0#156.37.46.66.36.7- X max= 7.7-0.70-0.30-1.00-0.60-0.300.001.100.300.000.400.490.0910.360.0901.210.0900.16
#67.16.86.37.06.3#166.06.26.07.66.3- X min = 5.30.800.500.000.700.00-0.30-0.10-0.301.300.000.640.2500.4900.090.010.091.690
#76.06.06.66.46.1#176.36.77.75.66.0- k = 10-0.30-0.300.300.10-0.200.000.401.40-0.70-0.300.090.090.090.010.0400.161.960.490.09
#86.46.66.26.47.0#187.65.66.76.06.20.100.30-0.100.100.701.30-0.700.40-0.30-0.100.010.090.010.010.491.690.490.160.090.010.23167
#96.96.76.05.95.9#196.05.86.76.26.50.600.40-0.30-0.40-0.40-0.30-0.500.40-0.100.200.360.160.090.160.160.090.250.160.010.04
#105.86.76.56.35.8#206.46.06.85.66.2-0.500.400.200.00-0.500.10-0.300.50-0.70-0.100.250.160.0400.250.010.090.250.490.01
-0.70.3-2.3-0.9-0.3-0.10.62.70.5-0.1-0.3
U =
U = 0.0021 X 1,000,000 = 2,100 PPM
U =
U = 0.00066 X 1,000,000 = 660 PPM
Cp =
Cpk = (1-K)Cp = (1-0.084) X 1.01 = 0.925
U =
U = 0.0021 X 1,000,000 = 2,100 PPM
U =
U = 0.00054 X 1,000,000 = 540 PPM
k === 0.0647
Cp =
Cpk = (1-K)Cp = (1-0.064) X 1.02 = 0.954
#15.880.6#66.700.8#116.140.8#166.421.6
#26.100.8#76.220.6#126.601.6#176.462.1
#36.301.6#86.520.8#136.420.9#186.422.0
#46.281.1#96.281.0#146.161.1#196.240.9
#55.720.7#106.220.9#156.661.1#206.201.2
22.2125.94
U =
U = 0.0016 X 1,000,000 = 1600 PPM
U =
U = 0.00040 X 1,000,000 = 400 PPM
U = 1600 + 400 = 2000 PPM
k === 0.0647
0.97344
Cp =
Cpk = (1-K)Cp = (1-0.064) X 1.04 = 0.973
6.2846.2976.297
0.4940.4880.477
210021001600
660540400
(PPM)276026402000
0.0840.06470.0647
Cp1.01 (2446 PPM)1.02 (2214 PPM)1.04 (1808 PPM)
Cpk0.925 (5780 PPM)0.954 (4372 PPM)0.97 (3614 PPM)
&C
&C
SU - X
s
fX
n
2
*
.
* ( )
.
*
. ( )
*
.
( )
2
fX
n
* s = h
2
2
= 0.2
889
100
167
100
2
= 0.2
8.89 - 2.79
= 0.2
6.1
= 0.494
2
- s =
X - SL
s
7.7 - 6.284
0.494
=
=23.831
S
n
=
23.831
100
=
0.23831
= 0.488
= 2.87
6.284 - 4.7
0.494
=
= 3.21
SU - SL
6s
=
7.7 - 4.7
6 X 0.488
3.0
2.928
=
= 1.02
" =AVERAGE (X1 : Xn)" CUMPUTER
(Xi)
n
2
SU - X
s
X - SL
s
7.7 - 6.297
0.488
=
= 2.875
6.297 - 4.7
0.488
=
= 3.272
SU - SL
6s
=
7.7 - 4.7
6 X 0.494
3.0
2.964
=
= 1.01
{1/2(SU+SL) - X}
1/2(SU-SL)
{1/2(7.7+4.7) - 6.297}
1/2(7.7-4.7)
" =AVERAGE (X1 : Xn)" CUMPUTER
SU - X
s
X - SL
s
7.7 - 6.297
0.477
=
= 2.94
6.297 - 4.7
0.477
=
= 3.35
SU - SL
6s
=
7.7 - 4.7
6 X 0.477
3.0
2.862
=
= 1.04
{1/2(SU+SL) - X}
1/2(SU-SL)
{1/2(7.7+4.7) - 6.297}
1/2(7.7-4.7)
1. /Histogram53 . = 50
2. 54-. . 1) . 2) 50 .-. (X max) (X min) . -. R(Range) . R = Xmax - Xmin. -. (k) (h) . k = h = R() / k( ) * h .
3. 55-. . -. . 1) = data / 2 . = X min . 2) .
1. ()
. (QUALITY) ?
() .
, .
* :
(Quality characteristics) .
* /(Specification) .
. ()
- (Quality of design)
,
,
.
- // (Quality of conformance)
.
- (Quality of market)
.
. (Management/Control)?
(plan), (do),
(check), (action) (cycle) .( )
. (Quality Control)?
,
(SQC : Statistical
Quality Control) . (KS A 3001)
- (SQC) : .
- (TQC/TQM) : ,,,,
, .
2. () ()
* (Specification)
(Standard) .
* (Tolerance)
.
==> .
* ex)502mm
.
*
.
3. DATA
- .
- DATA DATA .
- DATA DATA .
. (Stratification)
/ , , , ,
.
* (4M) ,
.
ex) SAMPLING
50 .
ex) . 4 .
4F4F-
3F- 3F-
2F- 2F-
1F .1F-
. (SAMPLING) ()
1)
* (Population)
,
DATA
.
- (Infinite population)
- (Finite population)
* /(Sample)
DATA.
* (Sampling)
.
==> :
.
2) (Error)
* (Error)
DATA .
* (Reliability)
DATA ,
.
* (Precision)
DATA .()
* (Accurancy)
DATA (Bias) .
3)
) (Random sampling)
.
(1) :
, ,, .
(2) : .( )
(3) :
.
( )
) 2 (Two stage sampling)
2
.
) (Stratified sampling)
.
) (Cluster sampling)
.
&C
&C
()
(/)
50mm
52mm
48mm
LOT
DATA
LOT
DATA
Sampling
Sampling
()
()
1
2
4. ()
. (Frequency distribution)?
.
.
1) DATA .
2) .
3) DATA .
* DATA 100, 50 .
.
1) DATA (n) .
2) DATA X max X min .
3) (R: Range) .
R = X max - X min
4) (Iterval) h (k) .
DATA 50 ~ 100100 ~ 250250
6 ~ 10 7 ~1210 ~ 20
5) .
6) .
, "DATA / 2" .
* = X min - .
ex)X min = 5.3- : 0.1 / 2 = 0.05
X max = 7.7- : 5.3 - 0.05 = 5.25
R = 7.7 - 5.3 = 2.4- 1 : 5.25 ~ 5.45
k = 10, h = 2.4/10 = 0.2- 2 : 5.45 ~ 5.65
7) .
1 = 1 / 2
2 = 2 / 2
8) DATA .
5 . ( "" )
9) .
.
0.750.75
ex) 100 .
5.56.05.96.15.96.35.66.46.46.0-0.80-0.30-0.40-0.20-0.400.00-0.700.100.10-0.30-0.000.090.160.040.1600.490.010.010.09
5.86.06.66.06.16.06.56.27.66.7- SPEC-0.50-0.300.30-0.30-0.20-0.300.20-0.101.300.400.250.090.090.090.040.090.040.011.690.16
6.36.55.56.17.16.06.96.86.36.16.2 1.50.000.20-0.80-0.200.80-0.300.600.500.00-0.2000.040.640.040.640.090.360.2500.04
6.96.05.86.26.56.06.95.85.96.2- n = 1000.60-0.30-0.50-0.100.20-0.300.60-0.50-0.40-0.100.360.090.250.010.040.090.360.250.160.01
5.66.05.35.76.06.37.46.66.36.7- X max= 7.7-0.70-0.30-1.00-0.60-0.300.001.100.300.000.400.490.0910.360.0901.210.0900.16
7.16.86.37.06.36.06.26.07.66.3- X min = 5.30.800.500.000.700.00-0.30-0.10-0.301.300.000.640.2500.4900.090.010.091.690
6.06.06.66.46.16.36.77.75.66.0- k = 10-0.30-0.300.300.10-0.200.000.401.40-0.70-0.300.090.090.090.010.0400.161.960.490.09
6.46.66.26.47.07.65.66.76.06.20.100.30-0.100.100.701.30-0.700.40-0.30-0.100.010.090.010.010.491.690.490.160.090.010.231922
6.96.76.05.95.96.05.86.76.26.50.600.40-0.30-0.40-0.40-0.30-0.500.40-0.100.200.360.160.090.160.160.090.250.160.010.04
5.86.76.56.35.86.46.06.85.66.2-0.500.430.200.00-0.500.10-0.300.50-0.70-0.100.250.18490.0400.250.010.090.250.490.01
1) (R) : 7.7 - 5.3 =2.4-0.70.3-2.3-0.9-0.3-0.10.62.70.5-0.1-0.3
2) (h) : 2.4/10 = 0.24 0.2* .
3) : 0.1 / 2 = 0.05
4)
- : 5.3 - 0.05 = 5.25
No (f)f X (U)fXfX
15.25 ~ 5.455.3611
25.45 ~ 5.655.5578
35.65 ~ 5.855.75715
45.85 ~ 6.055.952439
56.05 ~ 6.256.151453
66.25 ~ 6.456.351669
76.45 ~ 6.656.55877
86.65 ~ 6.856.751188
96.85 ~ 7.056.95593
107.05 ~ 7.257.15295
117.25 ~ 7.457.35196
127.45 ~ 7.657.55399
137.65 ~ 7.857.751100
100
.
.
.
* .
.
.
* "1"
* .
. .
1) X ( U) .
- "0" 1,2,3, ...., -1,-2,-3..... .
- (Xo) .
2) "fX" .
- fX = X
3) "fX " .
- fX = X
4) .- Xo : .- n :
- X = Xo + (fX / n) X h- fX : fX - h :
* (= Xi / n) .
No (f)f X (U)fXfX
15.25 ~ 5.455.3611-3-39- :
25.45 ~ 5.655.5578-2-14285.95 + ((167/100) X 0.2)
35.65 ~ 5.855.75715-1-77= 6.284
45.85 ~ 6.055.952439000
56.05 ~ 6.256.15145311414* (Xi / n) :
66.25 ~ 6.456.35166923264629.7 /100 = 6.297
76.45 ~ 6.656.5587732472
86.65 ~ 6.856.751188444176
96.85 ~ 7.056.95593525125
107.05 ~ 7.257.1529561272
117.25 ~ 7.457.351967749
127.45 ~ 7.657.55399824192
137.65 ~ 7.857.7511009981
10010039167889
5) (S) .
*
- S = ( Xi - X )= Xi -
.
1)
U =U = 2.87 .
U = 0.0021 X 1,000,000 = 2,100 PPM
2)
U =U = 3.21 .
U = 0.00066 X 1,000,000 = 660 PPM
3) , .
U = 2,100 + 660 = 2,760PPM
. .
d = X - = 6.284 - 6.2 = 0.084mm .
.
Cp =
* Cp(k)
Cp = 1.01 2,446 PPM
COMPUTER
( X )= Xo + (fX / n) X h= Xi / n= AVERAGE(Xi : Xn)
* Cp
(U)
U
.
&C
&C
SU - X
s
fX
n
R
(k)
* h =
...
...
2
*
.
* ( )
.
*
. ( )
*
.
( )
2
2
2
2
* k =
n
fX
n
* s = h
2
2
= 0.2
889
100
167
100
2
= 0.2
8.89 - 2.79
= 0.2
6.1
= 0.494
2
2
2
(Xi)
- s =
"=STDEVP (X1 : Xn)" CUMPUTER
X - SL
s
7.7 - 6.284
0.494
=
=23.831
S
n
=
23.831
100
=
0.23831
= 0.488
= 2.87
6.284 - 4.7
0.494
=
= 3.21
SU - SL
6s
=
7.7 - 4.7
6 X 0.494
3.0
2.964
=
= 1.01
" =AVERAGE (X1 : Xn)" CUMPUTER
n
fX
n
2
2
fX
n
= h
( s )
=
Xi
n
=STDEVP(Xi : Xn)
X - SL
s
=
SU - X
s
+
SU - SL
6s
Cp=
Cp .
(Xi)
n
2
&C
&C
,()
* () .
()
()
* .
* .
* .
* .
* DATA .
()
* .
* DATA .
1
()
U
1
Pr =
u0.090.080.070.060.050.040.030.020.010.00
-3.50.000170.000170.000180.000190.000190.000200.000210.000220.000220.00023
-3.40.000240.000250.000260.000270.000280.000290.000300.000310.000330.00034
-3.30.000350.000360.000380.000390.000400.000420.000430.000450.000470.00048
-3.20.000500.000520.000540.000560.000580.000600.000620.000640.000660.00069
-3.10.000710.000740.000760.000790.000820.000850.000870.000900.000940.00097
-3.00.001000.001040.001070.001110.001140.001180.001220.001260.001310.00135
-2.90.00140.00140.00150.00150.00160.00160.00170.00170.00180.0019
-2.80.00190.00200.00210.00210.00220.00230.00230.00240.00250.0026
-2.70.00260.00270.00280.00290.00300.00310.00320.00330.00340.0035
-2.60.00360.00370.00380.00390.00400.00410.00430.00440.00450.0047
-2.50.00480.00490.00510.00520.00540.00550.00570.00590.00600.0062
-2.40.00640.00660.00680.00690.00710.00730.00750.00780.00800.0082
-2.30.00840.00870.00890.00910.00940.00960.00990.01020.01040.0107
-2.20.01100.01130.01160.01190.01220.01250.01290.01320.01360.0139
-2.10.01430.01460.01500.01540.01580.01620.01660.01700.01740.0179
-2.00.01830.01880.01920.01970.02020.02070.02120.02170.02220.0228
-1.90.02330.02390.02440.02500.02560.02620.02680.02740.02810.0287
-1.80.02940.03010.03070.03140.03220.03290.03360.03440.03510.0359
-1.70.03670.03750.03840.03920.04010.04090.04180.04270.04360.0446
-1.60.04550.04650.04750.04850.04950.05050.05160.05260.05370.0548
-1.50.05590.05710.05820.05940.06060.06180.06300.06430.06550.0668
-1.40.06810.06940.07080.07210.07350.07490.07640.07780.07930.0808
-1.30.08230.08380.08530.08690.08850.09010.09180.09340.09510.0968
-1.20.09850.10030.10200.10330.10570.10750.10930.11120.11310.1151
-1.10.11700.11900.12100.12300.12510.12710.12920.13140.13350.1357
-1.00.13790.14010.14230.14460.14690.14920.15150.15390.15620.1587
-0.90.16110.16350.16600.16850.17110.17360.17620.17880.18140.1841
-0.80.18670.18940.19220.19490.19770.20050.20330.20610.20900.2119
-0.70.21480.21770.22070.22360.22660.22970.23270.23580.23890.2420
-0.60.24510.24830.25140.25460.25780.26110.26430.26760.27090.2743
-0.50.27760.28100.28430.28770.29120.29460.29810.30150.30500.3085
-0.40.31210.31560.31920.32280.32640.33000.33360.33720.34090.3446
-0.30.34830.35200.35570.35940.36320.36690.37070.37450.37830.3821
-0.20.38590.38970.39360.39740.40130.40520.40900.41290.41680.4207
-0.10.42470.42860.43250.43640.44040.44430.44830.45220.45620.4602
0.00.46410.46810.47210.47610.48010.48400.48800.49200.49600.5000
2
U
e
x / 2d
2
Pr
0
2
()
U
, U
"+", "-" .
"1 - Pr".
u0.000.010.020.030.040.050.060.070.080.09
+0.00.50000.50400.50800.51200.51600.51990.52390.52790.53190.5359
+0.10.53980.54380.54780.55170.55570.55960.56360.56750.57140.5753
+0.20.57930.58320.58710.59100.59480.59870.60260.60640.61030.6141
+0.30.61790.62170.62550.62930.63310.63680.64060.64430.64800.6517
+0.40.65540.65910.66280.66640.67000.67360.67720.68080.68440.6879
+0.50.69150.69500.69850.70190.70540.70880.71230.71570.71900.7224
+0.60.72570.72910.73240.73570.73890.74220.74540.74860.75170.7549
+0.70.75800.76110.76420.76730.77040.77340.77640.77940.78230.7852
+0.80.78810.79100.79390.79670.79950.80230.80510.80790.81060.8133
+0.90.81590.81860.82120.82380.82640.82890.83150.83400.83650.8389
+1.00.84130.84380.84610.84850.85080.85310.85540.85770.85990.8621
+1.10.86430.86650.86860.87080.87290.87490.87700.87900.88100.8830
+1.20.88490.88690.88880.89070.89250.89440.89620.89800.89970.9015
+1.30.90320.90490.90660.90820.90990.91150.91310.91470.91620.9177
+1.40.91920.92070.92220.92360.92510.92650.92790.92920.93060.9319
+1.50.93320.93450.93570.93700.93820.93940.94060.94180.94290.9441
+1.60.94520.94630.94740.94840.94950.95050.95150.95250.95350.9545
+1.70.95540.95640.95730.95820.95910.95990.96080.96160.96250.9633
+1.80.96410.96490.96560.96640.96710.96780.96860.96930.96990.9706
+1.90.97130.97190.97260.97320.97380.97440.97500.97560.97610.9767
+2.00.97730.97780.97830.97880.97930.97980.98030.98080.98120.9817
+2.10.98210.98260.98300.98340.98380.98420.98460.98500.98540.9857
+2.20.98610.98640.98680.98710.98750.98780.98810.98840.98870.9890
+2.30.98930.98960.98980.99010.99040.99060.99090.99110.99130.9916
+2.40.99180.99200.99220.99250.99270.99290.99310.99320.99340.9936
+2.50.99380.99400.99410.99430.99450.99460.99480.99490.99510.9952
+2.60.99580.99550.99560.99570.99590.99600.99610.99620.99630.9964
+2.70.99650.99660.99670.99680.99690.99700.99710.99720.99730.9974
+2.80.99740.99750.99760.99770.99770.99780.99790.99790.99800.9981
+2.90.99810.99820.99830.99830.99840.99840.99850.99850.99860.9986
+3.00.998650.998690.998740.998780.998820.998860.998890.998930.998960.99900
+3.10.999030.999060.999100.999130.999150.999180.999210.999240.999260.99929
+3.20.999310.999340.999360.999380.999400.999420.999440.999460.999480.99950
+3.30.999520.999530.999550.999570.999580.999600.999610.999620.999640.99965
+3.40.999660.999670.999690.999700.999710.999720.999730.999740.999750.99976
+3.50.999770.999780.999780.999790.999800.999810.999810.999820.999830.99983
0
6. (CONTROL CHART)
. (Control Chart)?
AVANTE CLUTCH COVER ASS'Y PRESSURE PLATE RIVET'G DATA
.* SPEC : 6.80.25
5/65/75/85/95/115/125/135/145/155/165/185/195/20
6.846.806.906.876.816.846.796.916.796.956.796.846.92
6.976.996.926.866.796.896.796.946.886.916.886.896.95
6.696.796.746.746.886.846.766.716.736.776.806.686.72
20.5020.5820.5620.4720.4820.5720.3420.5620.4020.6320.4720.4120.59
6.836.866.856.826.836.866.786.856.806.886.826.806.86
1) 2) () ?
- ,
.
- .
- , .
- .
- .
- .
===> 4M
* .(MAN, MACHINE, MATERIAL., METHOD)
3)
- (Chance cause)
, () .
- (Assignable cause)
.
.
* : .
* : .
4) ?
1 ,
.
* ()
- 1 ()( )
. ( )
- 2 ()( )
.( )
, 3 .
1 0.27%
5) ?
,
.
, !
*
(CENTER LINE : CL) : .
(UPPER CONTROL LIMIT : UCL)
(LOWER CONTROL LIMIT : LCL)
* 3
1 .
3 3
.
UCL
LCLx
6) ?
" " . .
1)
, .
UCL, LCL .( )
2)
. ( )
. .
- 1924 (W.A. Shewhart) .
- 1933(E.S. Pearson) BS 600 .
- 19412 .
- 1942 .
- 1945 JIS Z 9021 .
- 1950 JIS .
- 1963 KS A 3201 .
.
- X - R ( () )
1) - X ( )
- X - R ( )
- : , , , , .
- X - R X .
- X .
, ,
.
- X - R .
- Pn ( )
2) - P ( )
- C ( )
- U ( )
- : , , .
- Pn : , (n)
.
( ,
)
- P : .
.(, )
- C : ( ) .
( )
- U : .
.
1) .
( , , , )
2) .
- .
- .
- .
- , .
- .
- .
- .
- .
- .
3) .
- data .
4) () .
5)
6) , .
7) data (PLOT).
8) .
9) .
. ()
* (), ( 2 ) .
* X
0.00.51.01.52.02.53.0
n=40.3%2.3%15.9%50.0%84.1%97.7%99.1%
-
- .
- 5
.
* 2 = 1 -
2.
. X - R
1) X - R
() X
.
2) X - R
) DATA .
- : 20 ~ 25(k) . ( , )
- (n) : 4 ~ 5 DATA .( )
6 .
- DATA : .
- : .
) ( X ), ( R )
X = X / n
R = (X max) - (X min)
* .
)
) : ( X ) ( R ) .
)
1) X
CL() = X =X = ( X ) k =
2) R
CL() = R =R = ( R ) k =
3) X X R
UCL = X + A RnA2D3D4
21.88 3.27
LCL = X - A R31.02"2.57
40.73"2.28
50.58"2.11
3) R 60.48"2.00
UCL = D R70.420.081.92
80.370.141.86
LCL = D R90.340.181.82
100.310.221.78
)
1)
2) , ()
() .
)
DATA
.
* : .
3) X - R
n2345678910
) (s) =1.1281.6932.0592.3262.5342.7042.8472.973.078
0.8530.8880.8800.8640.8480.8330.8200.8080.797
ex)R = 1.4
n = 4 (s) ?
4)
( X )= Xo + (fX / n) X h= Xi / nX = X / k
* Cp(k) * Cp(k)
(U)
U
.
&C
&C
0
0
0
0
0
0
0
0
0
0
0
0
0
&A
&P
()
: .
.
i
= () 3 = 3
n
=
2
d
R
OC (Operating CharacteristicCurve)
,
1.0
0.0
6.0
3.0
1.0
2.0
4.0
5.0
0.5
,
1.0
0.0
6.0
3.0
1.0
2.0
4.0
5.0
0.5
k
X
2
2
k
R
4
3
2
2
(Xi)
n
fX
n
2
2
fX
n
= h
( s )
=
Xi
n
X - SL
s
=
SU - X
s
+
SU - SL
6s
Cp(k)=
Cpk Cpk .
R
d
2
d
2
d
3
s =
R
d
2
=
1.4
2.059
= 0.68
=
R
d
2
SU - SL
6s
Cp(k) =
Cpk Cpk .
SU - SL
6s
Cp =
{1/2(SU+ SL)-X }
1/2(SU-SL)
Cpk = (1 - k) Cp
k() =
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
1
2
3
3
2
1
UCL
LCL
CL
(RUN)
7
7 ,
2( ) 3 27 310 4
15 1( ) DATA (UCL, LCL )
40% 1( ) DATA
1. 2. 3.
1. .2. .
A, B, CD, E, F, G, H
E, F, CI, J
E, F, CI, J
G
D, EF, I
A, B, G,H,I
A, B, G
A.
B.
C. (, )
D.
E. ( )
F. ( )
G. ( )
H. . ( )
I.
J. .
CPK
Cpk
D P MD P MD P MD P M
()() ()() ()() ()()
0.30184,060368,1200.6525,58851,1761.001,3502,7001.352652
0.31176,186352,3720.6623,85247,7041.011,2232,4461.362346
0.32168,528337,0560.6722,21644,4321.021,1072,2141.372040
0.33161,087322,1740.6820,67541,3501.031,0012,0021.381734
0.34153,864307,7280.6919,22638,4521.049041,8081.391530
0.35146,659293,3180.7017,86535,7301.058161,6321.401326
0.36140,071280,1420.7116,58633,1721.067361,4721.411224
0.37133,499266,9980.7215,38630,7721.076641,3281.421020
0.38127,143254,2860.7314,26228,5241.085981,1961.43918
0.39121,000242,0000.7413,20926,4181.095381,0761.44816
0.40115,070230,1400.7512,22524,4501.104839661.45714
0.41109,348218,6960.7611,30422,6081.114348681.46612
0.42103,835207,6700.7710,44420,8881.123907801.47510
0.4398,525197,0500.789,64219,2841.133507001.48510
0.4493,417186,8340.798,89417,7881.143136261.4948
0.4588,508177,0160.808,19816,3961.152805601.5036
0.4683,793167,5860.817,54915,0981.162515021.5136
0.4779,270158,5400.826,94713,8941.172404801.5236
0.4874,934149,8680.836,38712,7741.182044081.5324
0.4970,781141,5620.845,86811,7361.191793581.5424
0.5066,807133,6140.855,38610,7721.201593181.5524
0.5163,008126,0160.864,9409,8801.211422841.5612
0.5259,380118,7600.874,5279,0541.221262521.5712
0.5355,917111,8340.884,1458,2901.231122241.5812
0.5452,616105,2320.893,7927,5841.241002001.5912
0.5549,47198,9420.903,4676,9341.25891781.6012
0.5646,47992,9580.913,1676,3341.26791581.6112
0.5743,63387,2660.922,8905,7801.27701401.6212
0.5840,93081,8600.932,6355,2701.28621241.6312
0.5938,36476,7280.942,4014,8021.29551101.6400
0.6035,93071,8600.952,1864,3721.3048961.6500
0.6133,62567,2500.961,9883,9761.3143861.6600
0.6231,44362,8860.971,8073,6141.3238761.6700
0.6329,37858,7560.981,6413,2821.333366
0.6427,42954,8580.991,4892,9781.342958
DPM : Defective per million. PPM : Part per million(DPM PPM )
0.750.75
ex) 100 .
#15.56.05.96.15.9#116.35.66.46.46.0-0.80-0.30-0.40-0.20-0.400.00-0.700.100.10-0.30-0.000.090.160.040.1600.490.010.010.09
#25.86.06.66.06.1#126.06.56.27.66.7- SPEC-0.50-0.300.30-0.30-0.20-0.300.20-0.101.300.400.250.090.090.090.040.090.040.011.690.16
#36.36.55.56.17.1#136.06.96.86.36.16.2 1.50.000.20-0.80-0.200.80-0.300.600.500.00-0.2000.040.640.040.640.090.360.2500.04
#46.96.05.86.26.5#146.06.95.85.96.2- n = 1000.60-0.30-0.50-0.100.20-0.300.60-0.50-0.40-0.100.360.090.250.010.040.090.360.250.160.01
#55.66.05.35.76.0#156.37.46.66.36.7- X max= 7.7-0.70-0.30-1.00-0.60-0.300.001.100.300.000.400.490.0910.360.0901.210.0900.16
#67.16.86.37.06.3#166.06.26.07.66.3- X min = 5.30.800.500.000.700.00-0.30-0.10-0.301.300.000.640.2500.4900.090.010.091.690
#76.06.06.66.46.1#176.36.77.75.66.0- k = 10-0.30-0.300.300.10-0.200.000.401.40-0.70-0.300.090.090.090.010.0400.161.960.490.09
#86.46.66.26.47.0#187.65.66.76.06.20.100.30-0.100.100.701.30-0.700.40-0.30-0.100.010.090.010.010.491.690.490.160.090.010.23167
#96.96.76.05.95.9#196.05.86.76.26.50.600.40-0.30-0.40-0.40-0.30-0.500.40-0.100.200.360.160.090.160.160.090.250.160.010.04
#105.86.76.56.35.8#206.46.06.85.66.2-0.500.400.200.00-0.500.10-0.300.50-0.70-0.100.250.160.0400.250.010.090.250.490.01
1.
1) (R) : 7.7 - 5.3 =2.4-0.70.3-2.3-0.9-0.3-0.10.62.70.5-0.1-0.3
2) (h) : 2.4/10 = 0.24 0.2* .
3) : 0.1 / 2 = 0.05
4)
- : 5.3 - 0.05 = 5.25
5) .- Xo : .- n :
- X = Xo + (fX / n) X h- fX : fX - h :
= 5.95 + ((167/100) X 0.2) = 6.284
6) (S) .
7)
)
U =U = 2.87 .
U = 0.0021 X 1,000,000 = 2,100 PPM
)
U =U = 3.21 .
U = 0.00066 X 1,000,000 = 660 PPM
) (, .)
U = 2,100 + 660 = 2,760PPM
7)
d = X - = 6.284 - 6.2 = 0.084mm .
8)
Cp = = 2446 PPM
Cpk = (1-K)Cp = (1-0.084) X 1.01 = 0.925
= 5780 PPM
2.
1)
X = Xi / n = 629.7/100 = 6.297
2)
- S = ( Xi - X )= Xi -
3)
)
U =U = 2.87 .
U = 0.0021 X 1,000,000 = 2,100 PPM
)
U =U = 3.27 .
U = 0.00054 X 1,000,000 = 540 PPM
) (, .)
U = 2,100 + 540 = 2,640PPM
4)
k === 0.0647
5)
Cp = = 2214 PPM
Cpk = (1-K)Cp = (1-0.064) X 1.02 = 0.954 = 4372 PPM
3. (X-R)
1)
#15.880.6#66.700.8#116.140.8#166.421.6
#26.100.8#76.220.6#126.601.6#176.462.1
#36.301.6#86.520.8#136.420.9#186.422.0
#46.281.1#96.281.0#146.161.1#196.240.9
#55.720.7#106.220.9#156.661.1#206.201.2
- R =22.2- X =125.94k = 20 ( )
-
X = X / k = 125.94 / 20 = 6.297
R = R / k = 22.2/20 = 1.11
2) n=5
s = R / d2 = 1.11/2.326 = 0.477
3)
)
U =U = 2.94 .
U = 0.0016 X 1,000,000 = 1600 PPM
)
U =U = 3.35 .
U = 0.00040 X 1,000,000 = 400 PPM
) (, .)
U = 1600 + 400 = 2000 PPM
4)
k === 0.0647
5) 0.97344
Cp = = 1808 PPM
Cpk = (1-K)Cp = (1-0.064) X 1.04 = 0.973 = 3614 PPM
( X )6.2846.2976.297
( s )0.4940.4880.477
210021001600
(U)660540400
(PPM)276026402000
(k)0.0840.06470.0647
Cp1.01 (2446 PPM)1.02 (2214 PPM)1.04 (1808 PPM)
Cpk0.925 (5780 PPM)0.954 (4372 PPM)0.97 (3614 PPM)
* ,
.
&C
&C
SU - X
s
fX
n
2
*
.
* ( )
.
*
. ( )
*
.
( )
2
fX
n
* s = h
2
2
= 0.2
889
100
167
100
2
= 0.2
8.89 - 2.79
= 0.2
6.1
= 0.494
2
- s =
X - SL
s
7.7 - 6.284
0.494
=
=23.831
S
n
=
23.831
100
=
0.23831
= 0.488
= 2.87
6.284 - 4.7
0.494
=
= 3.21
SU - SL
6s
=
7.7 - 4.7
6 X 0.488
3.0
2.928
=
= 1.02
" =AVERAGE (X1 : Xn)" CUMPUTER
(Xi)
n
2
SU - X
s
X - SL
s
7.7 - 6.297
0.488
=
= 2.875
6.297 - 4.7
0.488
=
= 3.272
SU - SL
6s
=
7.7 - 4.7
6 X 0.494
3.0
2.964
=
= 1.01
{1/2(SU+SL) - X}
1/2(SU-SL)
{1/2(7.7+4.7) - 6.297}
1/2(7.7-4.7)
" =AVERAGE (X1 : Xn)" CUMPUTER
SU - X
s
X - SL
s
7.7 - 6.297
0.477
=
= 2.94
6.297 - 4.7
0.477
=
= 3.35
SU - SL
6s
=
7.7 - 4.7
6 X 0.477
3.0
2.862
=
= 1.04
{1/2(SU+SL) - X}
1/2(SU-SL)
{1/2(7.7+4.7) - 6.297}
1/2(7.7-4.7)
4. 56-. . = / 2-. 1) () (f) , . 2) X, fX fX2 . - 0 1, 2, 3,. 1, -2, -3, ..
VXXXXXXXXXXXXXXXXXXXXXXXX
&A
&P
VXXXXXXXXXXXXXXXXXXXXXXXX
&A
&P
1
2/12/22/32/42/52/62/72/82/92/102/112/122/132/142/152/162/172/182/19
63
F/C 59
S/PIN49
24
17131091613912126984951313107195
CU/RIVET'G .
100 ~ 250
7 ~1210 ~ 20
R = X max - X min
ex)X min = 10.02
X max = 10.08
ex)
5.56.05.96.15.96.35.66.46.46.0
5.86.06.66.06.16.06.56.27.66.7- SPEC
6.36.55.56.17.16.06.96.86.36.16.2 1.5
6.96.05.86.26.56.06.95.85.96.2
5.66.05.35.76.06.37.46.66.36.7- X max= 7.7
7.16.86.37.06.36.06.26.07.66.3- X min = 5.3
6.06.06.66.46.16.36.77.75.66.0- k = 10
6.46.66.26.47.07.65.66.76.06.2
6.96.76.05.95.96.05.86.76.26.5
5.86.76.56.35.86.46.06.85.66.2
NoX (U)fXfX
15.25 ~ 5.455.3611-3-39
25.45 ~ 5.655.5578-2-1428
35.65 ~ 5.855.75715-1-77
45.85 ~ 6.055.952439000
56.05 ~ 6.256.15145311414
66.25 ~ 6.456.35166923264
76.45 ~ 6.656.5587732472
86.65 ~ 6.856.751188444176
96.85 ~ 7.056.95593525125
107.05 ~ 7.257.1529561272
117.25 ~ 7.457.351967749
127.45 ~ 7.657.55399824192
137.65 ~ 7.857.7511009981
10010039167889
NoX (U)fXfX
15.25 ~ 5.455.3611-3-39
25.45 ~ 5.655.5578-2-14285.95 + ((167/100) X 0.2)
35.65 ~ 5.855.75715-1-77= 6.284
45.85 ~ 6.055.952439000
56.05 ~ 6.256.15145311414
66.25 ~ 6.456.35166923264
76.45 ~ 6.656.5587732472
86.65 ~ 6.856.751188444176
96.85 ~ 7.056.95593525125
107.05 ~ 7.257.1529561272
117.25 ~ 7.457.351967749
127.45 ~ 7.657.55399824192
137.65 ~ 7.857.7511009981
10010039167889
= Xi -
U =
U = 0.0021 X 1,000,000 = 2,100 PPM
U =
U = 0.00066 X 1,000,000 = 660 PPM
U = 2,100 + 660 = 2,760PPM
Cp =
= Xo + (fX / n) X h= Xi / n= AVERAGE(Xi : Xn)
X
kkkk
8029850177126
9130951187227
10131952187327
11132953187428
122331054197528
132341055197628
142351156207729
153361157207829
163371258217930
174381259218030
184391260218131
194401361228231
205411362228332
215421463238432
225431464238532
236441565248633
246451566248733
257461567258834
267471668258934
277481669259035
28849177026
* SPEC : 6.80.25
5/65/75/85/95/115/125/135/145/155/165/185/195/20
6.846.806.906.876.816.846.796.916.796.956.796.846.92
6.976.996.926.866.796.896.796.946.886.916.886.896.95
6.696.796.746.746.886.846.766.716.736.776.806.686.72
20.5020.5820.5620.4720.4820.5720.3420.5620.4020.6320.4720.4120.59
6.836.866.856.826.836.866.786.856.806.886.826.806.86
(MAN, MACHINE, MATERIAL., METHOD)
UCL
LCLx
n=40.3%2.3%15.9%50.0%84.1%97.7%99.1%
X = X / n
R = (X max) - (X min)
UCL = X + A RnA2D3D4
21.883.27
LCL = X - A R31.02"2.57
40.73"2.28
50.58"2.11
60.48"2.00
UCL = D R70.420.081.92
80.370.141.86
LCL = D R90.340.181.82
100.310.221.78
n2345678910
1.1281.6932.0592.3262.5342.7042.8472.973.078
0.8530.8880.8800.8640.8480.8330.8200.8080.797
ex)R = 1.4
= Xo + (fX / n) X h= Xi / nX = X / k
&C
&C
1
1
1
1
1
2
3
R
(k)
* h =
* k =
n
...
...
2
*
.
* ( )
.
*
. ( )
*
.
( )
fX
n
2
2
2
2
fX
n
* s = h
2
2
= 0.2
889
100
167
100
2
= 0.2
8.89 - 2.79
= 0.2
6.1
= 0.494
2
- s =
"=STDEVP (X1 : Xn)" CUMPUTER
=23.831
S
n
=
23.831
100
=
0.23831
= 0.488
" =AVERAGE (X1 : Xn)" CUMPUTER
(Xi)
n
2
SU - X
s
X - SL
s
7.7 - 6.284
0.494
=
= 2.87
6.284 - 4.7
0.494
=
= 3.21
SU - SL
6s
=
7.7 - 4.7
6 X 0.494
3.0
2.964
=
= 1.01
2
2
(Xi)
n
fX
n
2
2
fX
n
= h
( s )
=
Xi
n
=STDEVP(Xi : Xn)
X - SL
s
=
SU - X
s
+
SU - SL
6s
Cp=
Cp .
Y
n(1)=15
n(4)=3
n(2)=3
n(3)=15
1
6.8333333333
6.86
6.8533333333
6.8233333333
6.8266666667
6.8566666667
6.78
6.8533333333
6.8
6.8766666667
6.8233333333
6.8033333333
6.8633333333
&A
&P
()
i
= () 3 = 3
n
=
2
d
R
OC (Operating CharacteristicCurve)
,
1.0
0.0
6.0
3.0
1.0
2.0
4.0
5.0
0.5
,
1.0
0.0
6.0
3.0
1.0
2.0
4.0
5.0
0.5
k
X
2
2
k
R
4
3
2
2
(Xi)
n
fX
n
2
2
fX
n
= h
( s )
=
Xi
n
X - SL
s
=
SU - X
s
+
SU - SL
6s
Cp(k)=
Cpk Cpk .
R
d
2
d
2
d
3
s =
R
d
2
=
1.4
2.059
= 0.68
=
R
d
2
SU - SL
6s
Cp(k) =
Cpk Cpk .
SU - SL
6s
Cp =
{1/2(SU+ SL)-X }
1/2(SU-SL)
Cpk = (1 - k) Cp
k() =
5. 57-. . 1) () . 2) .
-. . 6.156.35
6. 58 * . * () .SLSU
7. 59
8. 60-. . 1) . (XO) XO = . 2) X = XO + ( fX / n) x h ex) X = (5.95 + (167/100) x 0.2) = 6.284 3) s. s = h
= 0.2 * .
9. 61-. . 1) U = (SU X )/ s * SU : 2) U = ( X - SL)/ s * SU : 3) U .Ex) . 1) U = (7.7 6.284 )/ 0.494 = 2.87 2.87 0.0021 => 0.0021 x 1,000,000 = 2,100 ppm 2) U = (6.284 4.7)/ 0.494 = 3.21 3.21 0.00066 => 0.00066 x 1,000,000 = 660 ppm 3) U = 2,100 + 660 = 2760 ppm
10. 62 s =-. (Cp/ Cpk) Cpk . -. - = AVERAGE (Xi : Xn) - = STDEVP (Xi : Xn)
11. 63 () . .(, ), 2
12. 64 . data ()
13. 65Data CpkCp = (SU SL) / 6 * Cpk = (1 k ) Cp * Cpk .
4.2.5 -. (scatter diagram) X,Y -. ,
1. -. , -. () () , .-.
-.
1 .: (: , 30 )2 : 3 : . 2 (x), 4 : . No.1 .5 : . , , .
2. (X Y )
36
/Scatter Diagram372 x y (Plotting) .=> . ? ? . , . , , .
38 . 30 . , . 1) , . 2) , . 3) , ... . .
39()()
40 1) . 2) . . 1) n1 + n3 . (n+) 2) n2 + n4 . (n-) 3) . (k) n+ = 30n- = 10 k = 40
41 1) k . 2) . 3) n+ n- . 4) 3) . 5) : > 3) . - : n+ > n- - : n+ < n- 6) : < 3) .
42 r .
43 r -1 r 1
44 ? / . , . ? . ? .
4.2.6 Pareto -. , .
-. Pareto .
-. 1906 Milan . 20% 80% , -. 80/20 . -. 80% 20% .-. . pareto
-. Pareto
1.-.
-. Alfred Pareto , . 20 : 80
-. .
2. ( )
1 : . , , , , , ,
2 :
3 : 4:
5 : 6 : , .A:B:C: D:E:F:G:
4.2.7 Graph -.
-. , . -. -. -. -.
1. /Graph20Data . . . . . . .
2. 21 (,) . . ( S/Ware ) . : . : .()
3. 22 . , .2 : . . - .
4. 23 . (,) .
5. 24 . .
Chart1
11
11
10.977
10.933
11
10.983
11
11
(PD-APM 01.03.1A)
COVERCOVER1COVER2COVER3CNC1
1. 1010.0010.0010.0010.0010.0010.00COVER
Involvement1010.0010.0010.0010.0010.0010.00
of Personnel109.779.569.749.819.929.82
(35S)109.339.159.509.459.359.20
1010.0010.0010.0010.0010.0010.00
2. 85%
Production2019.6619.8520.0020.0018.6819.76 "ZERO"
System
3. PPM2020.0020.0020.0020.0015.0015.00
Total Quality PPM1010.0010.0010.0010.0010.0010.00
10098.7698.5699.2499.2692.9593.78
32154
*GALLOPER TCI*P/P *HAC-08P/P UN*FDC-03,05
BALANCE DIA/SP
REMARKS ASS'YASS'Y C/LOAD
OVER
&L&","&10PD/APM 01.03.1A&C&","&10 &R&","&10A4(297X210)
( 02 )
35S(PD-APM 01.03.2A)
(LINE):
:
: 20
NO.
1 ,
2 , , ,
3 ,
4, , ,
5,
6 ,
7 ,
8 ,
9, OIL,
10 ,
V.M11,AUTO MATRIX ,
12TPM ,
13 ,
14
15 SPC
16
17LOT
18 ,
19 ,
20 ,
TOTAL
PD/APM 01.03.2A A4(210X297)
:(0.5):(0.3):( 0 )
3 5S -
TOTAL
(02)
TOTAL35S
100%100%100%100%100%100%100%100%
100.0%100.0%97.7%93.3%100.0%98.3%100.0%100.0%
1010101010202010
10109.779.331019.66201098.76
:98.76
PD/APM 01.03.3A A4(210X297)
TOTAL
(12)
35S
100%100%100%100%100%100%100%100%
100.0%94.0%91.1%94.3%200.0%57.8%75.0%100.0%
10510105302010
104.79.119.431017.34151085.58
:85.58
:0.00
:85.58
PD/APM 01.03.3A A4(210X297)
COVER1
(02)
COVER 135S
100%100%100%100%100%100%100%100%
100.0%100.0%95.6%91.5%100.0%99.3%100.0%100.0%
1010101010202010
10109.569.151019.85201098.56
:98.56
PD/APM 01.03.3A A4(210X297)
COVER1
COVER2
(02)
COVER 235S
100%100%100%100%100%100%100%100%
100.0%100.0%97.4%95.0%100.0%100.0%100.0%100.0%
1010101010202010
10109.749.51020201099.24
:99.24
PD/APM 01.03.3A A4(210X297)
COVER2
COVER3
(02)
COVER 335S
100%100%100%100%100%100%100%100%
100.0%100.0%98.1%94.5%100.0%100.0%100.0%100.0%
1010101010202010
10109.819.451020201099.26
:99.26
PD/APM 01.03.3A A4(210X297)
COVER3
CNC
(02)
CNC 35S
100%100%100%100%100%100%100%100%
100.0%100.0%99.2%93.5%100.0%93.4%75.0%100.0%
1010101010202010
10109.929.351018.68151092.95
1)HAC-08P/P UN BALANCE
:92.95ASS'Y OVER
PD/APM 01.03.3A A4(210X297)
CNC
(02)
135S
100%100%100%100%100%100%100%100%
100.0%100.0%98.2%92.0%100.0%98.8%75.0%100.0%
1010101010202010
10109.829.21019.76151093.78
1)FDC-03,05 DIA/SP
:93.78ASS'Y C/LOAD
PD/APM 01.03.3A A4(210X297)
1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel
9595959595959595
7893/4 1234 7893/4 7893/4
11111
(35S)(35S)(35S)(35S)(35S)
22222
(35S)(35S)(35S)(35S)(35S)
33333
(35S)(35S)(35S)(35S)(35S)
(35S)(35S)(35S)(35S)(35S)
R / B R / B R / B R / B R / B
(35S)(35S)(35S)(35S)(35S)
DISCDISCDISCDISCDISC
TOTALTOTALTOTALTOTALTOTAL
(35S)(35S)(35S)(35S)(35S)
1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel
95959595959595959595
1/42/43/44/4 7893/4 1234 7893/4 7893/4
11111
(35S)(35S)(35S)(35S)(35S)
22222
(35S)(35S)(35S)(35S)(35S)
33333
(35S)(35S)(35S)(35S)(35S)
(35S)(35S)(35S)(35S)(35S)
COVERCOVERCOVERCOVERCOVER
TOTALTOTALTOTALTOTALTOTAL
(35S)(35S)(35S)(35S)(35S)
1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel1. /Involvement of Personnel
95959595959595959595
1/42/43/44/4 7893/4 1234 7893/4 7893/4
HUBHUBHUBHUBHUB
(35S)(35S)(35S)(35S)(35S)
CNCCNCCNCCNCCNC
(35S)(35S)(35S)(35S)(35S)
11111
(35S)(35S)(35S)(35S)(35S)
22222
(35S)(35S)(35S)(35S)(35S)
TOTALTOTALTOTALTOTALTOTAL
(35S)(35S)(35S)(35S)(35S)
2./Production System2./Production System2./Production System2./Production System
9595959595959595
1/42/43/44/4 7893/4 1234 1234
1111
2222
3333
R / BR / BR / BR / B
DISCDISCDISCDISC
TOTALTOTALTOTALTOTAL
2./Production System2./Production System2./Production System2./Production System
9595959595959595
1/42/43/44/4 7893/4 1234 1234
1 1 1 1
2 2 2 2
3 3 3 3
COVERCOVERCOVERCOVER
TOTALTOTALTOTALTOTAL
2./Production System2./Production System2./Production System2./Production System
9595959595959595
1/42/43/44/4 7893/4 1234 1234
HUBHUBHUBHUB
CNCCNCCNCCNC
1 1 1 1
2 2 2 2
TOTALTOTALTOTALTOTAL
3. /Total Quality3. /Total Quality3. /Total Quality3. /Total Quality
9595959595959595
1/42/43/44/4 7893/4 1234 1234
1 PPM1 PPM1 PPM1 PPM
PPM PPM PPM PPM
2 PPM2 PPM2 PPM2 PPM
PPM PPM PPM PPM
3 PPM3 PPM3 PPM3 PPM
PPM PPM PPM PPM
PPM PPM PPM PPM
PPM PPM PPM PPM
R/B PPMR/B PPMR/B PPMR/B PPM
PPM PPM PPM PPM
HUB PPMHUB PPMHUB PPMHUB PPM
PPM PPM PPM PPM
PPM PPM PPM PPM
2 PPM2 PPM2 PPM2 PPM
DISC PPMDISC PPMDISC PPMDISC PPM
TOTAL PPMTOTAL PPMTOTAL PPMTOTAL PPM
3. /Total Quality3. /Total Quality3. /Total Quality3. /Total Quality
9595959595959595
1/42/43/44/4 7893/4 1234 1234
1 PPM1 PPM1 PPM1 PPM
PPM PPM PPM PPM
2 PPM2 PPM2 PPM2 PPM
PPM PPM PPM PPM
3 PPM3 PPM3 PPM3 PPM
PPM PPM PPM PPM
PPM PPM PPM PPM
CNC PPMCNC PPMCNC PPMCNC PPM
PPM PPM PPM PPM
PPM PPM PPM PPM
1 1 1 1
COVER PPMCOVER PPMCOVER PPMCOVER PPM
TOTAL TOTAL TOTAL TOTAL
3. /Total Quality3. /Total Quality
95959595
1/42/43/44/4 7893/4
1 PPM1 PPM
PPM PPM
2 PPM2 PPM
PPM PPM
3 PPM3 PPM
PPM PPM
PPM PPM
PPM PPM
R/B PPMR/B PPM
PPM PPM
HUB PPMHUB PPM
PPM PPM
PPM PPM
2 PPM2 PPM
DISC PPMDISC PPM
TOTAL PPMTOTAL PPM
3. /Total Quality3. /Total Quality
95959595
1/42/43/44/4 7893/4
1 PPM1 PPM
PPM PPM
2 PPM2 PPM
PPM PPM
3 PPM3 PPM
PPM PPM
PPM PPM
CNC PPMCNC PPM
PPM PPM
PPM PPM
1 1
COVER PPMCOVER PPM
TOTAL TOTAL
6. 25108131091211
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