VARIABLES CONTROL CHARTS
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Transcript of VARIABLES CONTROL CHARTS
VARIABLES CONTROL CHARTS
Ir. Budi Nurtama, M.Agr.
PS. SUPERVISOR JAMINAN MUTU PANGANPS. SUPERVISOR JAMINAN MUTU PANGANDEP. ILMU DAN TEKNOLOGI PANGANDEP. ILMU DAN TEKNOLOGI PANGAN
FATETA - IPBFATETA - IPB
Data Tabulasi Charts s R, ,x ,x ~
Subgrup (i)Pengukuran Perhitungan
x1i x2i . . . xnk Ri si
1 x11 x21 . . . xn1 R1 s1
2 x12 x22 . . . xn2 R2 s2
3 x13 x23 . . . xn3 R3 s3
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k x1k x2k . . . xnk Rk sk
ix
1x
3x
2x
kx
ix~
1x~
3x~2x~
kx~
x x~~ R s
k
ii
k
ii
k
k
ii
s k
s R k
R
x , ... , x , x median x x k
x
11
211
11
1)~~~(~~
Rumus Perhitungan Centerline
s A x
n
cs x
R A x n
dR x (Range)
: Limits Control
n μ σ μ Limits Control
x
34
22
3Baku Simpangan Dengan2
3 WilayahDengan1
Estimasi
33
.
.
σ
Chart x
R D LCLR D UCL
R d
d R
d
d R Limits Control
σ μ Limits Control RR
34
2
3
2
3
dan
313Estimasi
3
R Chart
s B LCLs B UCL
s c
c s
c
c s Limit Control
σ μ Limit Control ss
34
4
24
4
24
dan
131
13Estimasi
3
s Chart
Centerline UCL LCL
R Chart
Charts R x
Chart x x
R
R A x 2 R A x 2
R D4 R D3
CONTOH KASUS
Dari berbagai batch yang dihasilkan automatic
filling machine pada periode tanggal 8 – 12 Mei,
setiap harinya diambil 4 kemasan produk per batch
untuk diukur volumenya.
Tgl Batch x1 x2 x3 x4 x-bar R
8 Mei 1 288 294 278 294 288.5 16
2 277 296 277 277 281.8 19
3 302 287 300 288 294.3 15
4 295 278 286 280 284.8 17
5 276 296 304 296 293.0 28
9 Mei 1 295 300 282 295 293.0 18
2 281 298 292 294 291.3 17
3 300 300 299 302 300.3 3
4 296 297 295 296 296.0 2
5 288 282 291 300 290.3 18
10 Mei 1 283 300 296 278 289.3 22
2 295 303 299 299 299.0 8
3 279 282 288 282 282.8 9
4 300 284 300 300 296.0 16
11 Mei 1 274 294 274 295 284.3 21
2 283 295 299 303 295.0 20
3 299 296 293 296 296.0 6
4 304 299 288 314 301.3 26
12 Mei 1 298 307 284 298 296.8 23
2 296 298 297 285 294.0 13
Untuk n = 4 : A2 = 0.729 D4 = 2.282 D3 = 0
Centerline = 292.36 15.85
UCL = 303.91 36.16
LCL = 280.82 0.00
TEST 5. 2 out of 3 points more than 2 standard deviations from center
line (on one side of CL). Test Failed at points: 15
Produk VolumeCharts R x
Batch
Sam
ple
Mean
2019181716151413121110987654321
305
300
295
290
285
280
__X=292.36
UCL=303.91
LCL=280.82
Batch
Sam
ple
Range
2019181716151413121110987654321
40
30
20
10
0
_R=15.85
UCL=36.16
LCL=0
5
Centerline UCL LCL
s Chart
Charts s x
Chart x x
s
s A x 3 s A x 3
s B4 s B3
Tgl Batch x1 x2 x3 x4 x-bar s
8 Mei 1 288 294 278 294 288.5 7.5
2 277 296 277 277 281.8 9.5
3 302 287 300 288 294.3 7.8
4 295 278 286 280 284.8 7.6
5 276 296 304 296 293.0 11.9
9 Mei 1 295 300 282 295 293.0 7.7
2 281 298 292 294 291.3 7.3
3 300 300 299 302 300.3 1.3
4 296 297 295 296 296.0 0.8
5 288 282 291 300 290.3 7.5
10 Mei 1 283 300 296 278 289.3 10.4
2 295 303 299 299 299.0 3.3
3 279 282 288 282 282.8 3.8
4 300 284 300 300 296.0 8.0
11 Mei 1 274 294 274 295 284.3 11.8
2 283 295 299 303 295.0 8.6
3 299 296 293 296 296.0 2.4
4 304 299 288 314 301.3 10.8
12 Mei 1 298 307 284 298 296.8 9.5
2 296 298 297 285 294.0 6.1
Untuk n = 4 : A3 = 1.628 B4 = 2.266 B3 = 0
Centerline = 292.36 7.2
UCL = 304.07 16.29
LCL = 280.44 0.00
Produk VolumeCharts s x
Batch
Sam
ple
Mean
2019181716151413121110987654321
305
300
295
290
285
280
__X=292.36
UCL=304.07
LCL=280.66
Batch
Sam
ple
StD
ev
2019181716151413121110987654321
16
12
8
4
0
_S=7.19
UCL=16.29
LCL=0
5
TEST 5. 2 out of 3 points more than 2 standard deviations from center line (on one side of CL). Test Failed at points: 15
Centerline UCL LCL
Charts R x ~
x~~
R~
R A x ~~~5 R A x ~~~
5
R D ~6 R D ~
5
Chart x~
Chart R
Tgl Batch x1 x2 x3 x4 Median R
8 Mei 1 288 294 278 294 291.0 16
2 277 296 277 277 277.0 19
3 302 287 300 288 294.0 15
4 295 278 286 280 283.0 17
5 276 296 304 296 296.0 28
9 Mei 1 295 300 282 295 295.0 18
2 281 298 292 294 293.0 17
3 300 300 299 302 300.0 3
4 296 297 295 296 296.0 2
5 288 282 291 300 289.5 18
10 Mei 1 283 300 296 278 289.5 22
2 295 303 299 299 299.0 8
3 279 282 288 282 282.0 9
4 300 284 300 300 300.0 16
11 Mei 1 274 294 274 295 284.0 21
2 283 295 299 303 297.0 20
3 299 296 293 296 296.0 6
4 304 299 288 314 301.5 26
12 Mei 1 298 307 284 298 298.0 23
2 296 298 297 285 296.5 13
Untuk n = 4 : A5 = 0.828 D6 = 2.33 D5 = 0
Centerline = 295.5 17.0
UCL = 309.6 39.6
LCL = 281.4 0.00
275.0
280.0
285.0
290.0
295.0
300.0
305.0
310.0
315.0
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
Batch
Sa
mp
le M
ed
ian
Produk Volume Chart x~
UCL = 309.6
LCL = 281.4
295.5 x~~
0
4
8
12
16
20
24
28
32
36
40
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
Batch
Sam
pel
Ran
ge
R Chart Volume Produk
UCL = 39.6
LCL = 0.0
17.0 R~
Standard given :
Centerline UCL LCL
Chart x 0x
040 σ c s
00 σ A x
06 σ B
Chart R
Chart s
00 σ A x
020 σ d R 02 σ D 01 σ D
05 σ B
Latihan :
Misalnya untuk Contoh Kasus Automatic filling machine diketahui bahwa :
5300 00 σ σ x μ dan
Tgl Batch x1 x2 x3 x4 x-bar R s
8 Mei 1 288 294 278 294 288.5 16 7.5
2 277 296 277 277 281.8 19 9.5
3 302 287 300 288 294.3 15 7.8
4 295 278 286 280 284.8 17 7.6
5 276 296 304 296 293.0 28 11.9
9 Mei 1 295 300 282 295 293.0 18 7.7
2 281 298 292 294 291.3 17 7.3
3 300 300 299 302 300.3 3 1.3
4 296 297 295 296 296.0 2 0.8
5 288 282 291 300 290.3 18 7.5
10 Mei 1 283 300 296 278 289.3 22 10.4
2 295 303 299 299 299.0 8 3.3
3 279 282 288 282 282.8 9 3.8
4 300 284 300 300 296.0 16 8.0
11 Mei 1 274 294 274 295 284.3 21 11.8
2 283 295 299 303 295.0 20 8.6
3 299 296 293 296 296.0 6 2.4
4 304 299 288 314 301.3 26 10.8
12 Mei 1 298 307 284 298 296.8 23 9.5
2 296 298 297 285 294.0 13 6.1
Untuk n = 4 : A = 1.500 D1 = 0 D2 = 4.698 B5 = 0 B6 = 2.088 d2 = 2.059 c4 = 0.9213
Centerline = 300.0 10.3 4.6
UCL = 307.5 23.5 10.4
LCL = 292.5 0.0 0.0
Batch
Sam
ple
Mean
2019181716151413121110987654321
305
300
295
290
285
__X=300
UCL=307.5
LCL=292.5
Batch
Sam
ple
Range
2019181716151413121110987654321
30
20
10
0
_R=10.30
UCL=23.49
LCL=0
6
626
1
6
1
11
6
155
1
5
1
1
11
given Standard- Chart R-x
Test Results for Xbar Chart
TEST 1. One point more than 3.00 standard deviations from center line.Test Failed at points: 1, 2, 4, 7, 10, 11, 13, 15
TEST 2. 9 points in a row on same side of center line.Test Failed at points: 17
TEST 5. 2 out of 3 points more than 2 standard deviations from center line (on one side of CL).Test Failed at points: 2, 3, 4, 5, 6, 7, 11, 13, 15
TEST 6. 4 out of 5 points more than 1 standard deviation from center line (on one side of CL).Test Failed at points: 4, 5, 6, 7, 9, 10, 11, 13, 14, 15, 16, 17, 19, 20
Test Results for R Chart
TEST 1. One point more than 3.00 standard deviations from center line.Test Failed at points: 5, 18
Batch
Sam
ple
Mean
2019181716151413121110987654321
305
300
295
290
285
__X=300
UCL=307.5
LCL=292.5
Batch
Sam
ple
StD
ev
2019181716151413121110987654321
12
9
6
3
0
_S=4.61
UCL=10.44
LCL=0
6
626
1
6
1
11
6
155
1
5
1
1
111
given Standard- Charts -x
Test Results for Xbar Chart
TEST 1. One point more than 3.00 standard deviations from center line.Test Failed at points: 1, 2, 4, 7, 10, 11, 13, 15
TEST 2. 9 points in a row on same side of center line.Test Failed at points: 17
TEST 5. 2 out of 3 points more than 2 standard deviations from center line (on one side of CL).Test Failed at points: 2, 3, 4, 5, 6, 7, 11, 13, 15
TEST 6. 4 out of 5 points more than 1 standard deviation from center line (on one side of CL).Test Failed at points: 4, 5, 6, 7, 9, 10, 11, 13, 14, 15, 16, 17, 19, 20
Test Results for S Chart
TEST 1. One point more than 3.00 standard deviations from center line.Test Failed at points: 5, 15, 18