()

2010/5/27

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2010/5/27

2010/5/27

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2010/5/27

2010/5/27

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2010/5/27

2010/5/27

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2010/5/27.

:(1)(2)(3)(4)

2010/5/27

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2010/5/27 :2(ABCD) AxBBxCBxD 7L8 :L8

2010/5/27

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2010/5/271.(column merging method)3:L8 ( 27 )L8 (4x24) (1,1,1) 1 (1,2,2) 2 (2,1,2) 3 (2,2,1) 4

2010/5/27

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2010/5/271.(column merging method)L16 (215)()L16 ( 8x28) L27 (313)()L27(9x39)

2010/5/27

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2010/5/272.

ABCDE2L8

2010/5/27

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2010/5/272.

2010/5/27

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2010/5/273. 2(A)3(BCD)

A1A2

2010/5/27

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2010/5/274. 2AB() 2(AB)3(CDE) (AB)1=A1B1, (AB)2=A1B2(AB)3=A2B1 :

1 2 3 4123456789A1B1 C1 D1 E1A1B1 C2 D2 E2A1B1 C3 D3 E3A1B2 C1 D2 E3A1B2 C2 D3 E1A1B2 C3 D1 E2A2B1 C1 D3 E2A2B1 C2 D1 E3A2B1 C3 D2 E1

2010/5/27

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2010/5/27()Taguchi Methods(System Design)(Parameter Design)(Tolerance Design)()()

2010/5/27

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2010/5/27()

2010/5/27

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2010/5/27() (noise)

2010/5/27

0.0000.0080.0160.0320.0640.080

5.312.224.649.3

4.610.123.147.1

5.813.225.050.1

5.411.924.348.2

0.006.0612.1324.2648.5160.64

00000

00000

00000

00000

0

0

1.1

9.49.459.59.559.69.659.79.759.89.859.99.951010.0510.110.1510.210.2510.310.3510.4

0.0040.0380.2190.8602.2834.1024.9874.1022.2830.8600.2190.0380.0040.0000.0000.0000.0000.0000.0000.0000.000

0.0000.0000.0000.0000.0000.0000.0000.0000.0030.0891.0804.8397.9794.8391.0800.0890.0030.0000.0000.0000.000

1.1

1.1

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

1.2

1.2

Alimestone1%

Bagalmatolite53%

C

Dchamotte1%

E

F

Gfeldspar4%

HclayK-typeG-type

1.3

1.3

Level 1Level 2Level 3

A5%1%

B43%53%63%

C

D0%1%3%

E

F

G7%4%0%

HK-typeG-type

1.4

1.4 L18

Exp.ABCDEFGH

111111111

211222222

311333333

412112233

512223311

612331122

713121323

813232131

913313212

1021133221

1121211332

1221322113

1322123132

1422231213

1522312321

1623132312

1723213123

1823321231

1.6

1.6

ExpABCDEFGHP1P2P3P4P5P6P7

111111111

211222222

311333333

412112233

512223311

612331122

713121323

813232131

913313212

1021133221

1121211332

1221322113

1322123132

1422231213

1522312321

1623132312

1723213123

1823321231

1.7

1.7

ExpABCDEFGHP1P2P3P4P5P6P7

11111111110.1810.1810.1210.0610.029.9810.20

21122222210.0310.019.989.969.919.8910.12

3113333339.819.789.749.749.719.689.87

41211223310.0910.0810.079.999.929.8810.14

51222331110.0610.0510.059.899.859.7810.12

61233112210.2010.1910.1810.1710.1410.1310.22

7131213239.919.889.889.849.829.809.93

81323213110.3210.2810.2510.2010.1810.1810.36

91331321210.0410.0210.019.989.959.8910.11

102113322110.009.989.939.809.779.7010.15

11212113329.979.979.919.889.879.8510.05

122132211310.069.949.909.889.809.7210.12

132212313210.1510.0810.049.989.919.9010.22

14222312139.919.879.869.879.859.8010.02

152231232110.0210.009.959.929.789.7110.06

162313231210.0810.009.999.959.929.8510.14

172321312310.0710.029.899.899.859.7610.19

182332123110.1010.0810.059.999.979.9510.12

1.8

9.49.429.449.469.489.59.529.549.569.589.69.629.649.669.689.79.729.749.769.789.89.829.849.869.889.99.929.949.969.981010.0210.0410.0610.0810.110.1210.1410.1610.1810.210.2210.2410.2610.2810.310.3210.3410.3610.3810.410.4210.4410.4610.4810.510.5210.5410.5610.5810.6

0.0040.0110.0250.0550.1140.2190.3970.6751.0781.6192.2833.0253.7644.4014.8334.9874.8334.4013.7643.0252.2831.6191.0780.6750.3970.2190.1140.0550.0250.0110.0040.0020.0010.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

0.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0030.0120.0480.1580.4481.0802.2183.8845.7947.3657.9797.3655.7943.8842.2181.0800.4480.1580.0480.0120.0030.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

0.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0040.0510.3801.8005.46710.64813.29810.6485.4671.8000.3800.0510.0040.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

0.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0070.2222.70012.09919.94712.0992.7000.2220.0070.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

1.8

1.8

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

1.11

1.11

Level 1Level 2Level 3

Apad materialType-1Type-2-

Bpad shape456

Cpad curve profileType-1Type-2Type-3

Dpad additiveLowMediumHigh

Erotor materialGrayCastSteel

Fpad taperLowMediumHigh

Gtaper thicknessLowMediumHigh

Hrotor structureType-1Type-2Type-3

1.12

1.12

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2

111111111

211222222

311333333

412112233

512223311

612331122

713121323

813232131

913313212

1021133221

1121211332

1221322113

1322123132

1422231213

1522312321

1623132312

1723213123

1823321231

1.13

1.13

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.5

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.1

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.6

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.6

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.2

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.0

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.2

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.6

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.0

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.1

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.5

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.5

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.1

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.2

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.0

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.6

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.0

1.14

Initial Design

0.0080.0160.0320.064

N1Q14.811.123.142.0

N1Q21.28.618.136.0

N2Q15.713.025.143.2

N2Q24.411.821.437.6

5.0810.1620.3240.64

Optimal Design

0.0080.0160.0320.064

N1Q15.312.224.649.3

N1Q24.610.123.147.1

N2Q15.813.225.050.1

N2Q25.411.924.348.2

6.0612.1324.2648.51

1.14

1.14

00000

00000

00000

00000

N1Q1

N1Q2

N2Q1

N2Q2

2.1

00000

00000

00000

00000

N1Q1

N1Q2

N2Q1

N2Q2

2.2

2.1

ExpABCDEFG

11111111

22111111

32211111

42221111

52222111

62222211

72222221

82222222

2.3

2.2

ExpABCDEFGy

111111111.2

221111111.5

322111112.0

422211111.1

522221111.8

622222112.2

722222211.6

822222221.7

Effect0.30.5-0.90.70.4-0.60.1

2.4

2.3

Exp.ABCD

11111

21112

31121

41122

51211

61212

71221

81222

92111

102112

112121

122122

132211

142212

152221

162222

2.5

2.4

Exp.ABCDyA1A2

111111.1B11.32.0

211121.3B21.71.7

311211.0

411221.8

512112.0

612122.1

712211.5

812221.1

921112.3

1021122.2

1121211.6

1221221.7

1322111.8

1422122.0

1522211.5

1622221.3

Level 11.491.631.851.60

Level 21.801.661.441.69

Effect0.310.04-0.410.09

1.644

2.5

00

00

B1

B2

2.6

2.5 2.4

ABCD

Level 11.491.631.851.60

Level 21.801.661.441.69

Effect0.310.04-0.410.09

2.7

A1A2B1B2C1C2D1D2

1.491.801.631.661.851.441.601.69

2.6

2.7

0

0

0

0

0

0

0

0

2.8

2.7 L827

ExpABCDEFG

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

2.9

2.8

ExpABCDEFGy

111111111.2

211122221.8

312211222.0

412222112.2

521212121.5

621221211.7

722112211.3

822121122.1

Ave.1.725

2.10

2.9

ABCDEFG

Level 11.801.551.601.501.751.751.60

Level 21.651.901.851.951.701.701.85

Effect-0.150.350.250.45-0.05-0.050.25

A1A2B1B2C1C2D1D2E1E2F1F2G1G2

1.801.651.551.901.601.851.501.951.751.701.751.701.601.85

1.731.731.731.731.731.731.731.731.731.731.731.731.731.73

2.10

00

00

00

00

00

00

00

00

00

00

00

00

00

00

2.11

2.10

ExpABy

1110

21250

32130

42295

2.12

2.11 AB

B1B2

A1050

A23095

2.12

00

00

A1

A2

2.13

2.12 AB

B1B2

A1050

A23080

2.13

00

00

A1

A2

2.14

2.13

ABAxBCAxCBxCAxBxC

Exp.1234567

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

2.15

2.14

A2

B10

C

D

2.16

2.15

ABAxBCAxCBxCD

Exp.1234567Temp.

1111111113.5

2111222220.0

3122112212.0

4122221110.5

5212121211.0

6212212111.5

722112217.0

822121126.5

Level 114.00014.00011.75010.87510.87510.37510.625

Level 29.0009.00011.25012.12512.12512.62512.375Mean

Effect-5.00-5.00-0.501.251.252.251.7511.50

2.17

A1A2B1B2(AxB)1(AxB)2C1C2(AxC)1(AxC)2(BxC)1(BxC)2D1D2

14.0009.00014.0009.00011.75011.25010.87512.12510.87512.12510.37512.62510.62512.375

11.511.511.511.511.511.511.511.511.511.511.511.511.511.5

2.16

Level 114.00014.00011.75010.87510.87510.37510.625Ave.

Level 29.0009.00011.25012.12512.12512.62512.37511.500

Effect-5.000-5.000-0.5001.2501.2502.2501.750

2.17

00

00

00

00

00

00

00

00

00

00

00

00

00

00

2.18

2.17 AB

B1B2

A116.7511.25

A211.256.75

2.18

00

00

A1

A2

2.19

2.18 AC

C1C2

A112.7515.25

A299

2.19

00

00

A1

A2

2.20

2.19 BC

C1C2

B112.2515.75

B29.58.5

2.20

00

00

B1

B2

2.21

2.20

A(melt temperature)150170190

B(injection speed)50%70%90%

C(packing pressure)25 kg/cm250 kg/cm275 kg/cm2

D(mold temperature)304050

2.22

`

2.21

Exp.ABCDy1y2y3y4y5AveS

1111169.772.455.065.368.766.226.77

2122278.675.367.270.372.372.744.41

3133374.670.265.371.668.970.123.43

4212383.290.275.488.191.385.646.51

5223193.693.4104.8101.397.898.184.94

6231298.3105.0115.0108.6110.3107.446.25

73132124.0110.0122.9115.3117.8118.005.73

83213117.0101.0113.0105.6114.6110.246.69

93321114.0111.0109.3105.3109.903.63

Ave93.165.37

2.23

2.22

ABCD

Lev. 169.6989.9594.6391.43

Lev. 297.0993.7289.4399.39

Lev. 3112.7195.8295.4388.67

A1A2A3B1B2B3C1C2C3D1D2D3

69.6997.09112.7189.9593.7295.8294.6389.4395.4391.4399.3988.67

2.23

0

0

0

0

0

0

0

0

0

0

0

0

2.24

2.23

ABCD

Lev. 14.876.346.575.11

Lev. 25.905.354.855.46

Lev. 35.354.444.705.54

A1A2A3B1B2B3C1C2C3D1D2D3

4.875.905.356.345.354.446.574.854.705.115.465.54

2.24

0

0

0

0

0

0

0

0

0

0

0

0

2.25

2.24 L8(27)

ExpABCD

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

2.26

2.25

Exp.ABAxBCAxCBxCDTemp.

1234567

1111111113.515.0

2111222221.020.0

3122112212.012.5

4122221113.010.5

5212121211.012.0

6212212111.513.5

722112219.57.0

822121126.58.0

3.1

2.26

Exp.ABCDy1y2y3

1111169.772.455.0

2122278.675.367.2

3133374.670.265.3

4212383.290.275.4

5223193.693.4104.8

6231298.3105.0115.0

73132124.0110.0122.9

83213117.0101.0113.0

93321114.0111.0109.3

3.2

3.1

nominal-the-besty = m

smaller-the-bettery = 0

larger-the-bettery =

zero-point proportionaly = bM

3.3

3.2

ABCD

201817.220

S1.3330.6670.42.828

3.4

1616.41717.21818.4192021222324

A0.00330.00780.02380.03300.09710.14560.22590.29920.22590.09710.02380.0033

B0.00660.03360.19430.29130.59840.49980.19430.00660.00000.00000.00000.0000

C0.01110.13500.88020.99740.13500.01110.00000.00000.00000.00000.00000.0000

D0.05190.06270.08040.08640.10980.12020.13250.14100.13250.10980.08040.0519

3.3

3.4

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

0000

A

B

C

D

3.5

3.4

Excel

A= NORMDIST(16, 20.0, 1.333, TRUE)*20.27%

B= NORMDIST(16, 18.0, 0.667, TRUE)0.14%

C= NORMDIST(16, 17.2, 0.400, TRUE)0.14%

D= NORMDIST(16, 20.0, 2.828, TRUE)*215.70%

3.6

3.5

A= (24.0 16.0) / (6 1.333)1

B= (18.0 16.0) / (3 0.667)1

C= (17.2 16.0) / (3 0.400)1

D= (24.0 16.0) / (6 2.828)0.47

3.7

3.6

ABylog10 yResponse Table for yResponse Table for log y

1110.002-2.70ABAB

2120.004-2.40Level 10.0030.012Level 1-2.55-2.18

3210.022-1.66Level 20.0230.014Level 2-1.64-2.01

4220.024-1.62Effect0.0200.002Effect0.910.17

Ave. =0.013-2.09

3.8

3.7 S/N

S/NdB

A= -10log10[(20.0-20.0)2+1.3332]-2.50

B= -10log10[(18.0-20.0)2+0.6672]-6.48

C= -10log10[(17.2-20.0)2+0.4002]-9.03

D= -10log10[(20.0-20.0)2+2.8282]-9.03

3.9

3.8

ABCD

201817.220

S1.3330.6670.4002.828

0.27%0.14%0.14%15.70%

1110.47

S/N-2.50-6.48-9.03-9.03

3.10

3.9

y1y2y3y4y5y6y7y8AveSS/N

0.550.670.700.540.410.320.460.660.5390.13617.0

0.370.410.370.430.390.350.400.360.3850.02718.5

3.11

3.10 S/N3.8

ExpABCDEFGHP1P2P3P4P5P6P7SS/N

11111111110.1810.1810.1210.0610.029.9810.200.08721.21

21122222210.0310.019.989.969.919.8910.120.07822.20

3113333339.819.789.749.749.719.689.870.06423.86

41211223310.0910.0810.079.999.929.8810.140.09620.32

51222331110.0610.0510.059.899.859.7810.120.12917.77

61233112210.2010.1910.1810.1710.1410.1310.220.03229.88

7131213239.919.889.889.849.829.809.930.04826.46

81323213110.3210.2810.2510.2010.1810.1810.360.07122.99

91331321210.0410.0210.019.989.959.8910.110.07023.13

102113322110.009.989.939.809.779.7010.150.15616.12

11212113329.979.979.919.889.879.8510.050.07122.94

122132211310.069.949.909.889.809.7210.120.13917.12

132212313210.1510.0810.049.989.919.9010.220.12018.43

14222312139.919.879.869.879.859.8010.020.06923.26

152231232110.0210.009.959.929.789.7110.060.12917.76

162313231210.0810.009.999.959.929.8510.140.09720.24

172321312310.0710.029.899.899.859.7610.190.14716.64

182332123110.1010.0810.059.999.979.9510.120.06723.44

3.12

3.11 S/N3.9

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

Ave =41.3

3.13

3.12

y1y2y3y4y5y6y7y8Ave.SS/N

A0.640.560.710.550.590.750.640.760.6500.0823.67

B0.550.670.700.940.710.820.860.960.7760.1432.06

3.14

3.13

123Ave.SS/N

A0.0110.0130.0150.0130.002037.6

B0.0060.0090.0070.0070.001542.5

C0.0090.0190.0150.0140.005036.4

D0.0200.0260.0220.0230.003132.8

3.15

3.14

y1y2y3y4y5y6y7y8S/N

A172130121024162724.1

B372830422932362529.9

3.16

3.15

1 2 3S/N

A93403030783073.4

B29802450310068.9

C78909100834078.5

D65506700695076.6

3.17

3.16 S/N

Exp.ABCDy1y2y3y4y5S/N

1111169.772.455.065.368.736.29

2122278.675.367.270.372.337.20

3133374.670.265.371.668.936.89

4212383.290.275.488.191.338.59

5223193.693.4104.8101.397.839.81

6231298.3105.0115.0108.6110.340.59

73132124.0110.0122.9115.3117.841.41

83213117.0101.0113.0105.6114.640.81

93321114.0111.0109.3105.340.81

Ave. =39.16

3.18

3.17 S/N

0.0080.0080.0080.0080.0160.0160.0160.0160.0320.0320.0320.0320.0640.0640.0640.064

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

Ave =46.9

3.19

13

0.0080.0160.0320.064

N1Q12.16.713.438.9

N1Q20.01.29.427.9

N2Q15.47.316.443.3

N2Q20.62.311.131.1

4.048.0816.1632.32

14

0.0080.0160.0320.064

N1Q15.913.324.947.9

N1Q25.012.023.146.3

N2Q16.814.226.349.7

N2Q25.213.325.447.2

6.0512.1024.1948.38

3.18 1314M-y

3.19

00000

00000

00000

00000

N1Q1

N1Q2

N2Q1

N2Q2

13

3.20

00000

00000

00000

00000

N1Q1

N1Q2

N2Q1

N2Q2

14

3.21

3.19 S/N

0.200.200.600.601.001.00

M1 = 0.20M2 = 0.60M3 = 1.00

N1N2N1N2N1N2bSS/N

A0.140.160.590.611.041.061.030.04128.0

B0.090.110.690.710.840.860.920.11717.9

C0.310.330.610.630.910.930.970.09020.7

D0.050.250.500.701.001.201.060.12118.9

3.22

3.20

0.000.200.601.001.500.000.200.601.001.50

0.140.591.040.090.690.84

0.160.611.060.110.710.86

0.000.200.601.001.500.000.200.601.001.50

0.000.200.601.001.500.000.200.601.001.50

0.310.610.910.050.501.00

0.330.630.930.250.701.20

0.000.200.601.001.500.000.200.601.001.50

3.22

000

000

000

0

0

A

4.2

000

000

000

0

0

B

4.5

000

000

000

0

0

C

4.6

000

000

000

0

0

D

4.7

3.21

ExpABCDEFGHP1P2P3P4

11111111110.1810.1810.1210.06

21122222210.0310.019.989.96

3113333339.819.789.749.74

41211223310.0910.0810.079.99

51222331110.0610.0510.059.89

61233112210.2010.1910.1810.17

7131213239.919.889.889.84

81323213110.3210.2810.2510.20

91331321210.0410.0210.019.98

102113322110.009.989.939.80

11212113329.979.979.919.88

122132211310.069.949.909.88

132212313210.1510.0810.049.98

14222312139.919.879.869.87

152231232110.0210.009.959.92

162313231210.0810.009.999.95

172321312310.0710.029.899.89

182332123110.1010.0810.059.99

4.8

3.22

000000000000

M = 0.008M = 0.016M = 0.032

N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2

1111111114.80.95.80.88.56.511.56.820.413.225.016.2

2112222224.52.55.73.212.59.613.010.023.520.325.121.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.5

4121122334.52.15.73.012.18.914.310.522.116.924.220.0

5122233116.52.17.83.212.36.913.28.623.317.224.318.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.5

7131213235.24.05.64.511.89.112.310.121.217.520.018.3

8132321312.40.04.32.86.74.07.23.616.311.118.312.3

9133132126.34.87.86.112.19.313.511.924.419.626.322.3

10211332212.10.02.90.04.90.07.44.218.39.517.710.8

11212113324.91.27.61.811.36.515.36.823.415.025.117.2

12213221135.14.46.44.410.17.811.28.521.718.722.120.1

13221231322.10.05.40.66.71.27.32.313.49.416.411.1

14222312135.95.06.85.213.312.014.213.324.923.126.325.4

15223123213.20.03.91.88.73.29.65.113.27.919.511.1

16231323124.12.75.94.412.38.713.79.224.318.925.520.2

17232131232.30.83.22.110.28.012.58.821.616.523.620.4

18233212311.20.05.11.27.82.313.05.020.311.121.212.4

4.9

4.2

4.10

4.5

2.4

4.6

N1.2

4.11

4.6

p11112222

q11221122

r11222211

s12121212

t12122121

u12211221

v12212112

ExpABCDEFGH12345678

111111111

211222222

311333333

412112233

512223311

612331122

713121323

813232131

913313212

1021133221

1121211332

1221322113

1322123132

1422231213

1522312321

1623132312

1723213123

1823321231

4.12

1212.51313.51414.51515.51616.51717.51818.51919.52020.52121.52222.52323.52424.52525.52626.52727.528

0.0000.0000.0000.0010.0020.0050.0090.0160.0270.0430.0650.0910.1210.1510.1760.1930.1990.1930.1760.1510.1210.0910.0650.0430.0270.0160.0090.0050.0020.0010.0000.0000.000

N10.0000.0000.0000.0000.0000.0040.0540.2420.3990.2420.0540.0040.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

N20.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0040.0540.2420.3990.2420.0540.0040.0000.0000.0000.0000.000

4.7

4.12

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

N1

N2

4.13

a1a2b1b2c1c2d1d2

65.2565.0064.2566.0066.3863.8864.6365.63

65.1365.1365.1365.1365.1365.1365.1365.13

4.8

4.13

00

00

00

00

00

00

00

00

4.14

B1B2D1D2

A16050C12050

A230115C250115

4.9

4.14

00

00

A1

A2

4.15

00

00

C1

C2

4.16

20min30min20min30min

1500.800.951500.250.30

2000.900.852000.350.50

4.10

4.16

00

00

150

200

Yield

4.17

00

00

150

200

Darkness

4.18

4.11

4.19

10 hrs25 hrs

2000.800.95

4000.900.85

4.12

Time

TemperatureLevel 1Leve 2Level 3

Level 1200

Level 2250

Level 330010 hrs17.5 hrs25 hrs

Level 4350

Level 5400

4.19

00

00

200

400

Yield

4.20

ShortLong

2000.900.95

4000.850.92

4.13

Time (hrs)

TemperatureLevel 1Leve 2Level 3

Level 120018.752531.25

Level 2250152025

Level 330011.251518.75

Level 43507.51012.5

Level 54003.7556.25

4.20

00

00

200

400

Yield

4.21

Exp.ABCDy1y2y3y4y5S/N

1111169.772.455.065.368.736.29

2122278.675.367.270.372.337.20

3133374.670.265.371.668.936.89

4212383.290.275.488.191.338.59

5223193.693.4104.8101.397.839.81

6231298.3105.0115.0108.6110.340.59

73132124.0110.0122.9115.3117.841.41

83213117.0101.0113.0105.6114.640.81

93321114.0111.0109.3105.340.81

Ave. =39.16

A1A2A3B1B2B3C1C2C3D1D2D3

36.7939.6641.0138.7739.2739.4339.2338.8639.3738.9739.7338.76

4.14 S/N

ABCD

Level 136.7938.7739.2338.97

Level 239.6639.2738.8639.73

Level 341.0139.4339.3738.76

Effect4.220.660.510.97

Rank1342

4.21

0

0

0

0

0

0

0

0

0

0

0

0

4.22

4.15

CalculatedPredicted

yAve.SS/NS/N

Original96.799.5103.2101.497.8100.22.239.640.2

102.699.6100.598.4102.3

Optimal117.8115.4118.2119.5119.1117.31.740.941.6

114.4116.1117.5118.9116.5

4.23

80828486889092949698100102104106108110112114116118120122124126128130132134136138140

Original0.0000.0000.0000.0000.0000.0000.0000.0030.0290.1100.1810.1300.0410.0060.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

Optimal0.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0020.0360.1750.2160.0660.0050.0000.0000.0000.0000.0000.0000.0000.0000.000

4.16

4.23

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

00

Original

Optimal

4.24

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

A1A2B1B2B3C1C2C3D1D2D3E1E2E3F1F2F3G1G2G3H1H2H3

43.139.540.541.242.240.541.042.540.340.942.744.540.139.341.141.441.440.441.542.039.942.841.2

4.17 S/N

ABCDEFGH

Level 143.140.540.540.344.541.140.439.9

Level 239.541.241.040.940.141.441.542.8

Level 342.242.542.739.341.442.041.2

Effect3.61.62.12.45.30.31.62.9

Rank26541873

4.24

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

S/N Ratio

4.25

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

A1A2B1B2B3C1C2C3D1D2D3E1E2E3F1F2F3G1G2G3H1H2H3

10.010.09.910.010.010.010.010.010.010.010.010.010.09.910.110.09.910.010.010.010.010.09.9

4.18

ABCDEFGH

Level 110.029.939.999.9910.0010.079.9810.03

Level 29.9510.0010.009.9710.029.979.9710.02

Level 310.029.979.999.949.9110.019.90

Effect0.060.080.030.030.080.170.040.13

Rank53784162

4.25

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

5.1

4.19

S/N

1AEH

2BF

3CD

4G

5.2

9.509.559.609.659.709.759.809.859.909.9510.0010.0510.1010.1510.2010.2510.3010.3510.4010.4510.5010.5510.6010.6510.70

0.0000.0000.0010.0030.0130.0470.1460.3800.8291.5222.3493.0483.3253.0482.3491.5220.8290.3800.1460.0470.0130.0030.0010.0000.000

0.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0513.31613.2983.3160.0510.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

0.0000.0000.0000.0000.0000.0000.0000.0000.0513.31613.2983.3160.0510.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.0000.000

4.20

5.2

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

000

5.3

4.21

CalculatedPredicted

P1P2P3P4P5P6P7Ave.SS/NS/N

Original10.1510.1110.029.969.899.8610.1810.020.1238.639.1

10.1410.1210.019.949.919.8810.17

Optimal10.0810.0610.0310.0210.0310.0110.0910.040.0350.150.4

10.0710.0510.0410.0210.029.9910.09

5.6

0.0080.0080.0080.0080.0160.0160.0160.0160.0320.0320.0320.0320.0640.0640.0640.064

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

60846.9

A1A2B1B2B3C1C2C3D1D2D3E1E2E3F1F2F3G1G2G3H1H2H3

48.345.647.046.946.945.447.048.445.046.449.347.847.145.946.846.947.049.246.844.843.146.651.1

4.22 S/N

ABCDEFGH

Level 148.347.045.445.047.846.849.243.1

Level 245.646.947.046.447.146.946.846.6

Level 346.948.449.345.947.044.851.1

Effect2.70.13.04.31.90.24.48.0

Rank58436721

5.6

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

Factor Effects on S/N

5.7

0.0080.0080.0080.0080.0160.0160.0160.0160.0320.0320.0320.0320.0640.0640.0640.064

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

60846.9

A1A2B1B2B3C1C2C3D1D2D3E1E2E3F1F2F3G1G2G3H1H2H3

620.7594.4601.6617.0604.0573.9620.1628.6608.2603.1611.3627.6597.0598.0572.7622.9627.1672.5577.6572.5538.3633.9650.5

4.23

ABCDEFGH

Level 1621602574608628573673538

Level 2594617620603597623578634

Level 3604629611598627573651

Effect26155583154100112

Rank67385421

5.7

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

Factor Effects on Sensitivity

5.8

4.24

S/N

1CGH

2EF

3AD

4B

5.9

4.25

0.0080.0080.0080.0080.0160.0160.0160.0160.0320.0320.0320.0320.0640.0640.0640.064

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2CalculatedPredicted

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/NS/N

Initial122222224.81.25.74.411.18.613.011.823.118.125.121.442.036.043.237.66352.747.647.5

Optimal113313135.34.65.85.412.210.113.211.924.623.125.024.349.347.150.148.27581.057.458.7

Gain =1239.811.2

5.11

12345678910111213141516171819

1621289872503218820281832507298128162

5.1

5.11

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

m y

L(y)

5.12

12345678910111213141516171819

281832507298128162200242288338392450512578648722

5.2

5.12

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

y

L(y)

5.13

12345678910111213141516171819

2.0000.5000.2220.1250.0800.0560.0410.0310.0250.0200.0170.0140.0120.0100.0090.0080.0070.0060.006

5.3

5.13

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

y

L(y)

5.14

5.6

R1221

Q1212

P1122

ExpABCDEFG1234AveS/NS/N

11111111ylower2025323929.0-29.56.7

yupper5564727366.036.2

21112222ylower2528304030.8-29.92.7

yupper3841455043.532.6

31221122ylower1518222319.5-25.912.3

yupper8081828381.538.2

41222211ylower3033333432.5-30.2-0.4

yupper2533333832.329.9

52121212ylower3031303130.5-29.73.7

yupper4546474846.533.3

62122121ylower3034353633.8-30.65.1

yupper5561636761.535.7

72211221ylower2628293028.3-29.01.6

yupper2535434537.030.6

82212112ylower2935353834.3-30.72.2

yupper4043474944.832.9

Ave =4.2

5.15

ExpABCDEFGS/N

111111116.7

211122222.7

3122112212.3

41222211-0.4

521212123.7

621221215.1

722112211.6

822121122.2

A1A2B1B2C1C2D1D2E1E2F1F2G1G2

5.33.14.63.93.35.26.12.46.61.93.05.43.35.2

5.7 S/N

ABCDEFG

Level 15.34.63.36.16.63.03.3

Level 23.13.95.22.41.95.45.2

Effects2.20.61.93.74.72.42.0

Rank4762135

5.15

0

0

0

0

0

0

0

0

0

0

0

0

0

0

Combined S/N Ratios

5.16

ExpABCDEFGylower

1111111129.0

2111222230.8

3122112219.5

4122221132.5

5212121230.5

6212212133.8

7221122128.3

8221211234.3

A1A2B1B2C1C2D1D2E1E2F1F2G1G2

28.031.731.028.730.629.126.832.929.230.531.628.130.928.8

5.8 ylower

ABCDEFG

Level 128.031.030.626.829.231.630.9Ave

Level 231.728.729.132.930.528.128.829.8

Effects3.82.41.56.01.43.52.1

Rank2461735

5.16

0

0

0

0

0

0

0

0

0

0

0

0

0

0

y-lower

5.18

ExpABCDEFGylower

1111111166.0

2111222243.5

3122112281.5

4122221132.3

5212121246.5

6212212161.5

7221122137.0

8221211244.8

A1A2B1B2C1C2D1D2E1E2F1F2G1G2

55.847.554.448.947.855.557.845.563.539.847.455.949.254.1

5.9 yupper

ABCDEFG

Level 155.854.447.857.863.547.449.2Ave

Level 247.548.955.545.539.855.954.151.6

Effects8.45.57.612.223.68.54.9

Rank4652137

5.18

0

0

0

0

0

0

0

0

0

0

0

0

0

0

y-upper

5.19

5.11

Level 1Level 2

AExtruder Screw TypeStandardAlternate

BSizing DeviceStandardLarger

CTool DesignStandardAlternate

DPuller TypeHydraulicDC Drive

EPressure DropsStandard15% Less

FCooling Water TemperatureAmbientChilled

GWater TurbulenceStandardNone

HExtruder Back PressureStandard10% Higher

IRaw Material AdditiveStandard50% more

JExtruder Temperature ProfileStandardModified

KMelt TemperatureStandardModified

6.1

5.12

-0.1-0.10.00.00.10.1

-0.1-0.10.00.00.10.1

M = 0.4M = 0.5M = 0.6M - Ms = -0.1M - Ms = 0M - Ms = 0.1

ExpABCDEFGHIJKN1N2N1N2N1N2ysN1N2N1N2N1N2S/Nb

111111111111145148147151151154149.25-4.25-1.25-2.251.751.754.7524.831.3

145148148151151155-4.25-1.25-1.251.751.755.75

211111222222156159159161160163160.25-4.25-1.25-1.250.75-0.252.7523.722.5

156159160161161164-4.25-1.25-0.250.750.753.75

311222111222163169166171171174169.00-6.000.00-3.002.002.005.0020.728.8

165171168171171175-4.002.00-1.002.002.006.00

412122122112145147148149149151148.50-3.5-1.5-0.50.50.52.524.818.8

146148148149149152-2.5-0.5-0.50.50.53.5

512212212121158161162164163168163.25-5.25-2.25-1.250.75-0.254.7523.631.3

158162162165164169-5.25-1.25-1.251.750.755.75

612221221211156159159162162165160.50-4.5-1.5-1.51.51.54.525.131.3

156160159162163166-4.5-0.5-1.51.52.55.5

721221122121199208202212204213207.00-8.001.00-5.005.00-3.006.0014.927.5

199208202212205214-8.001.00-5.005.00-2.007.00

821212221112189199187195193200192.75-3.756.25-5.752.250.257.2511.222.5

189200190199195207-3.757.25-2.756.252.2514.25

921122212211180184182188184189185.00-5.00-1.00-3.003.00-1.004.0017.018.8

182185182188184189-3.000.00-3.003.00-1.004.00

1022211112212202218207213207225210.25-8.257.75-3.252.75-3.2514.7511.531.3

206219207214209229-4.258.75-3.253.75-1.2518.75

1122121211122173178179189182192184.25-11.25-6.25-5.254.75-2.257.7520.755.0

174180180189182193-10.25-4.25-4.254.75-2.258.75

1222112121221178185184186186190185.50-7.5-0.5-1.50.50.54.522.130.0

180185185187186190-5.5-0.5-0.51.50.54.5

Ave =20.0

6.2

ExpABCDEFGHIJKS/Nb

11111111111124.831.3

21111122222223.722.5

31122211122220.728.8

41212212211224.818.8

51221221212123.631.3

61222122121125.131.3

72122112212114.927.5

82121222111211.222.5

92112221221117.018.8

102221111221211.531.3

112212121112220.755.0

122211212122122.130.0

A1A2B1B2C1C2D1D2E1E2F1F2G1G2H1H2I1I2J1J2K1K2

23.816.218.721.322.217.819.520.520.119.919.820.219.720.320.819.220.020.019.121.021.318.8

5.13 S/N

ABCDEFGHIJK

Level 123.818.722.219.520.119.819.720.820.019.121.3

Level 216.221.317.820.519.920.220.319.220.021.018.8

Effect7.62.64.31.10.20.40.61.50.01.92.5

Rank1327109861154

6.2

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

6.3

ExpABCDEFGHIJKS/Nb

11111111111124.831.3

21111122222223.722.5

31122211122220.728.8

41212212211224.818.8

51221221212123.631.3

61222122121125.131.3

72122112212114.927.5

82121222111211.222.5

92112221221117.018.8

102221111221211.531.3

112212121112220.755.0

122211212122122.130.0

A1A2B1B2C1C2D1D2E1E2F1F2G1G2H1H2I1I2J1J2K1K2

27.330.825.232.929.428.828.130.033.125.027.930.232.725.433.125.031.027.125.632.528.329.8

5.14 b

ABCDEFGHIJK

Level 127.325.229.428.133.127.932.733.131.025.628.3

Level 230.832.928.830.025.030.225.425.027.132.529.8

Effect3.57.70.61.98.12.37.38.14.06.91.5

Rank7311918416510

6.3

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

6.4

5.15

S/Nb

1BHJ

2EGI

3ACK

4DF

6.5

5.16

-0.1-0.10.00.00.10.1

-0.1-0.10.00.00.10.1

M = 0.4M = 0.5M = 0.6M - Ms = -0.1M - Ms = 0M - Ms = 0.1CalculatedCalculatedPredicted

N1N2N1N2N1N2ysN1N2N1N2N1N2S/NbS/N

Initial149153151156155160154.00-5.00-1.00-3.002.001.006.0022.733.825.9

150153152157156161-4.00-1.00-2.003.002.007.00

Optimal154156161162165168161.75-7.75-5.75-0.750.253.256.2532.457.530.4

154157161163166168-7.75-4.75-0.751.254.256.25

6.6

5.18

ExpABCDEFGN1N2N3

11111111ylower202532

yupper556472

21112222ylower252830

yupper384145

31221122ylower151822

yupper808182

41222211ylower303333

yupper253333

52121212ylower303130

yupper454647

62122121ylower303435

yupper556163

72211221ylower262829

yupper253543

82212112ylower293535

yupper404347

6.7

5.19

M = 0.4M = 0.5

ExpABCDEFGHIJKN1N2N1N2

111111111111145148147151

145148148151

211111222222156159159161

156159160161

311222111222163169166171

165171168171

412122122112145147148149

146148148149

512212212121158161162164

158162162165

612221221211156159159162

156160159162

721221122121199208202212

199208202212

821212221112189199187195

189200190199

921122212211180184182188

182185182188

1022211112212202218207213

206219207214

1122121211122173178179189

174180180189

1222112121221178185184186

180185185187

6.8

6.1

xy

1.210.6

1.814.2

6.9

6.2 x1x2

x1x2y

11.2302.7

21.2402.6

31.8303.5

41.8403.2

6.10

6.3 AB

ABABy

1-1-112.7

2-11-12.6

31-1-13.5

41113.2

6.11

6.4

ABABy

1-1-112.7

2-11-12.6

31-1-13.5

41113.2

Level -12.653.13.05

Level +13.352.92.95Ave.

Effect0.35-0.1-0.053.00

6.12

6.5

ExpABCAxBBxCCxAAxBxCy

1-1-1-1111-12.7

2-1-111-1-112.9

3-11-1-1-1112.6

4-111-11-1-12.5

51-1-1-11-113.5

61-11-1-11-13.7

711-11-1-1-13.2

811111113.3

Level -12.6753.2003.0003.0753.1003.0253.025Ave.

Level +13.4252.9003.1003.0253.0003.0753.0753.050

Effect0.375-0.1500.050-0.025-0.0500.0250.025

6.13

6.6 L4(23)

ABCy

1-1-112.7

2-11-12.6

31-1-13.5

41113.2

6.14

6.7 L4(23)

ExpABCAxBBxCCxAAxBxCy

1-1-111-1-112.7

2-11-1-1-1112.6

31-1-1-11-113.5

411111113.2

Level -12.653.103.053.052.653.100.00Ave.

Level +13.352.902.952.953.352.906.003.00

Effect0.35-0.10-0.05-0.050.35-0.103.00

6.15

`

6.8 L8(27)

ExpABCD

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

6.16

6.9

ExpABCDADBDCD

BCACABBCDCDADAB

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

7.1

6.10 L8(27)

ExpABCD

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

7.2

6.11

ABABCACBCD

ExpBCDCDACDDABBDADABC

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

7.3

6.12 L8(27)

ABCDEFG

ExpBCACABBFADBDAF

DEDFDGCGBGCEBE

FGEGEFCFCD

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

7.4

6.13

111

122

213

224

7.5

6.14 L8(4124)

Exp14567

111111

212222

321122

422211

531212

632121

741221

842112

7.7

6.15

Exp.ABCDy

1111114.0

212223.5

313330.5

421236.5

522315.5

6231213.0

711325.5

812139.5

913211.0

ABCD

Level 15.678.6712.176.83

Level 28.336.173.677.33

Level 34.833.835.50

7.8

6.16

Exp.ABCDEy

1111113

2112228

31133312

4211236

52123111

6213121

72213216

8222136

92232112

ABCDE

Level 17.676.838.333.338.67

Level 28.6711.338.338.678.33

Level 38.3313.008.00

7.9

7.1

Exp.Ay1y2y3y4y5Ave.S

1169.772.455.065.368.766.26.77

22100.289.695.2102.598.897.35.03

Ave. =81.7

A

Level 166.2

Level 297.3

7.10

7.2 L4(23)

Exp.ABCy1y2y3y4y5Ave.S

111169.772.455.065.368.766.26.77

212262.177.272.569.871.970.75.52

3212100.289.695.2102.598.897.35.03

422199.1104.4100.7105.895.6101.14.10

Ave. =83.825

ABC

Level 168.4681.7483.67

Level 299.1985.9183.98

7.11

7.3 7.2

FactorSSDOFVar

A4721.71

B86.91

C0.51

Error473.71629.6S = 5.44

Total5282.819

7.12

7.4

Exp.ABCDy1y2y3y4y5Ave.S

1111169.772.455.065.368.766.26.77

2122278.675.367.270.372.372.74.41

3133374.670.265.371.668.970.13.43

4212383.290.275.488.191.385.66.51

5223193.693.4104.8101.397.898.24.94

6231298.3105.0115.0108.6110.3107.46.25

73132124.0110.0122.9115.3117.8118.05.73

83213117.0101.0113.0105.6114.6110.26.69

93321114.0111.0109.3105.3107.5109.43.32

Ave. =93.1

ABCD

Level 169.790.094.691.3

Level 297.193.789.399.4

Level 3112.695.795.488.7

7.13

Exp.ABCDy1y2y3y4y5Ave.S

1111169.772.455.065.368.766.26.77

2122278.675.367.270.372.372.74.41

3133374.670.265.371.668.970.13.43

4212383.290.275.488.191.385.66.51

5223193.693.4104.8101.397.898.24.94

6231298.3105.0115.0108.6110.3107.46.25

73132124.0110.0122.9115.3117.8118.05.73

83213117.0101.0113.0105.6114.6110.26.69

93321114.0111.0109.3105.3107.5109.43.32

Ave. =93.1

ABCD

Level 169.790.094.691.3

Level 297.193.789.399.4

Level 2112.695.795.488.7

7.5

FactorSSDOFVar

A14133.02

B252.62

C337.32

D939.02

Error1086.03630.2S = 5.49

Total16747.944

7.14

00.050.10.150.20.250.30.350.40.450.50.550.60.650.70.750.80.850.90.9511.051.11.151.21.251.31.351.41.451.51.551.61.651.71.751.81.851.91.9522.052.12.152.22.252.32.352.42.452.52.552.62.652.72.752.82.852.92.9533.053.13.153.23.253.33.353.43.453.53.553.63.653.73.753.83.853.93.9544.054.14.154.24.254.34.354.44.454.54.554.64.654.74.754.84.854.94.9555.055.15.155.25.255.35.355.45.455.55.555.65.655.75.755.85.855.95.956

0.000.000.000.000.000.020.060.130.230.360.500.630.750.850.930.971.000.990.980.940.900.850.800.740.680.630.580.520.480.430.390.350.320.290.260.230.210.190.170.150.140.120.110.100.090.080.070.070.060.050.050.040.040.040.030.030.030.030.020.020.020.020.020.010.010.010.010.010.010.010.010.010.010.010.010.010.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

7.7 DOFy = 32DOFz = 16F

7.14

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

F

7.15

7.8 7.2

FactorSSDOFVarFProbabilityConfidenceSignificant?*

A4721.714721.7159.50.0%100.0%Yes

B86.9186.92.910.6%89.4%No

C0.510.50.089.8%10.2%No

Error473.71629.6S =5.4

Total5282.819*Note: At least 95% confidence

7.16

7.9 7.2

FactorSSDOFVarFConfidenceSignificant?*

A4721.714721.7159.5> 99.9%Yes

B86.9186.92.9> 75%No

C0.510.50.0< 75%No

Error473.71629.6S =5.4

Total5282.819*Note: At least 95% confidence

7.17

Exp.ABCDy1y2y3y4y5Ave.S

1111169.772.455.065.368.766.26.77

2122278.675.367.270.372.372.74.41

3133374.670.265.371.668.970.13.43

4212383.290.275.488.191.385.66.51

5223193.693.4104.8101.397.898.24.94

6231298.3105.0115.0108.6110.3107.46.25

73132124.0110.0122.9115.3117.8118.05.73

83213117.0101.0113.0105.6114.6110.26.69

93321114.0111.0109.3105.3107.5109.43.32

Ave. =93.1

ABCD

Level 169.790.094.691.3

Level 297.193.789.399.4

Level 2112.695.795.488.7

7.10

FactorSSDOFVarFConfidenceSignificant?*

A14133.027066.5234.2100.0%Yes

B252.62126.34.297.7%No

C337.32168.75.699.2%Yes

D939.02469.515.6100.0%Yes

Error1086.03630.2

Total16747.944*Note: At least 99% confidence

7.18

Exp.ABCDy1y2y3y4y5Ave.S

1111169.772.455.065.368.766.26.77

2122278.675.367.270.372.372.74.41

3133374.670.265.371.668.970.13.43

4212383.290.275.488.191.385.66.51

5223193.693.4104.8101.397.898.24.94

6231298.3105.0115.0108.6110.3107.46.25

73132124.0110.0122.9115.3117.8118.05.73

83213117.0101.0113.0105.6114.6110.26.69

93321114.0111.0109.3105.3107.5109.43.32

Ave. =93.1

ABCD

Level 169.790.094.691.3

Level 297.193.789.399.4

Level 2112.695.795.488.7

7.11

FactorSSDOFVarFConfidenceSignificant?*

A14133.027066.5200.6100.0%Yes

BPooled

C337.32168.74.898.6%No

D939.02469.513.3100.0%Yes

Error1338.63835.2S =5.9

Total16747.944*Note: At least 99% confidence

7.19

Exp.ABCDy1y2y3y4y5Ave.S

1111169.772.455.065.368.766.26.77

2122278.675.367.270.372.372.74.41

3133374.670.265.371.668.970.13.43

4212383.290.275.488.191.385.66.51

5223193.693.4104.8101.397.898.24.94

6231298.3105.0115.0108.6110.3107.46.25

73132124.0110.0122.9115.3117.8118.05.73

83213117.0101.0113.0105.6114.6110.26.69

93321114.0111.0109.3105.3107.5109.43.32

Ave. =93.1

ABCD

Level 169.790.094.691.3

Level 297.193.789.399.4

Level 2112.695.795.488.7

7.12

FactorSSDOFVarFConfidenceSignificant?*

A14133.027066.5168.7100.0%Yes

BPooledNo

CPooledNo

D939.02469.511.2100.0%Yes

Error1676.04041.9S =6.5

Total16747.944*Note: At least 99% confidence

7.20

7.13 S/N

Exp.ABCDy1y2y3y4y5S/N

1111169.772.455.065.368.736.3

2122278.675.367.270.372.337.2

3133374.670.265.371.668.936.9

4212383.290.275.488.191.338.6

5223193.693.4104.8101.397.839.8

6231298.3105.0115.0108.6110.340.6

73132124.0110.0122.9115.3117.841.4

83213117.0101.0113.0105.6114.640.8

93321114.0111.0109.3105.3107.540.8

Ave. =39.2

ABCD

Level 136.838.839.239.0

Level 239.739.338.939.7

Level 241.039.439.438.8

7.21

Exp.ABCDy1y2y3y4y5S/N

1111169.772.455.065.368.736.3

2122278.675.367.270.372.337.2

3133374.670.265.371.668.936.9

4212383.290.275.488.191.338.6

5223193.693.4104.8101.397.839.8

6231298.3105.0115.0108.6110.340.6

73132124.0110.0122.9115.3117.841.4

83213117.0101.0113.0105.6114.640.8

93321114.0111.0109.3105.3107.540.8

Ave. =39.2

ABCD

Level 136.838.839.239.0

Level 239.739.338.939.7

Level 241.039.439.438.8

7.14 S/N

FactorSSDOFVar

A27.7213.84

B0.720.35

C0.420.22

D1.620.79

Total30.48

7.22

Exp.ABCDy1y2y3y4y5S/N

1111169.772.455.065.368.736.3

2122278.675.367.270.372.337.2

3133374.670.265.371.668.936.9

4212383.290.275.488.191.338.6

5223193.693.4104.8101.397.839.8

6231298.3105.0115.0108.6110.340.6

73132124.0110.0122.9115.3117.841.4

83213117.0101.0113.0105.6114.640.8

93321114.0111.0109.3105.3107.540.8

Ave. =39.2

ABCD

Level 136.838.839.239.0

Level 239.739.338.939.7

Level 241.039.439.438.8

7.15 S/N

FactorSSDOFVarFConfidenceSignificant?*

A27.7213.8463.998.5%Yes

B0.720.351.661.9%No

CPooled

D1.620.793.678.4%No

Error0.420.22

Total30.48*Note: At least 95% confidence

7.23

Exp.ABCDy1y2y3y4y5S/N

1111169.772.455.065.368.736.3

2122278.675.367.270.372.337.2

3133374.670.265.371.668.936.9

4212383.290.275.488.191.338.6

5223193.693.4104.8101.397.839.8

6231298.3105.0115.0108.6110.340.6

73132124.0110.0122.9115.3117.841.4

83213117.0101.0113.0105.6114.640.8

93321114.0111.0109.3105.3107.540.8

Ave. =39.2

ABCD

Level 136.838.839.239.0

Level 239.739.338.939.7

Level 241.039.439.438.8

7.16 S/N

FactorSSDOFVarFConfidenceSignificant?*

A27.7213.8430.699.9%Yes

BPooledNo

CPooledNo

DPooledNo

Error2.760.45S =0.67

Total30.48*Note: At least 99% confidence

7.24

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

Ave =9.9841.3

ABCDEFGH

Level 143.140.540.540.344.541.140.439.9

Level 239.541.241.040.940.141.441.542.8

Level 342.242.542.739.341.442.041.2

Effect3.61.62.12.45.30.31.62.9

Rank26541873

7.17 S/N

FactorSSDOFVar

A58.1158.14

B8.224.08

C13.726.85

D18.929.44

E95.8247.88

F0.420.18

G7.623.81

H25.5212.76

Others1.120.55

Total229.217

7.25

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

Ave =9.9841.3

ABCDEFGH

Level 143.140.540.540.344.541.140.439.9

Level 239.541.241.040.940.141.441.542.8

Level 342.242.542.739.341.442.041.2

Effect3.61.62.12.45.30.31.62.9

Rank26541873

7.18 S/N

FactorSSDOFVarFConfidenceSignificant?*

A58.1158.14160.9100.0%Yes

B8.224.0811.397.7%No

C13.726.8518.999.1%Yes

D18.929.4426.199.5%Yes

E95.8247.88132.5100.0%Yes

FPooledNo

G7.623.8110.697.5%No

H25.5212.7635.399.7%Yes

OthersPooledNo

Error1.440.36

Total229.217*Note: At least 99% confidence

7.26

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

Ave =9.9841.3

ABCDEFGH

Level 143.140.540.540.344.541.140.439.9

Level 239.541.241.040.940.141.441.542.8

Level 342.242.542.739.341.442.041.2

Effect3.61.62.12.45.30.31.62.9

Rank26541873

7.19 S/N

FactorSSDOFVarFConfidenceSignificant?*

A58.1158.1427.099.9%Yes

BPooledNo

C13.726.853.290.4%Yes

D18.929.444.494.8%Yes

E95.8247.8822.299.9%Yes

FPooledNo

GPooledNo

H25.5212.765.997.4%Yes

Error17.282.15S =1.47dB

Total229.217*Note: At least 90% confidence

7.27

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

Ave =9.9841.3

ABCDEFGH

Level 110.029.939.999.9910.0010.079.9810.03

Level 29.9510.0010.009.9710.029.979.9710.02

Level 310.029.979.999.949.9110.019.90

Effect0.060.080.030.030.080.170.040.13

Rank53784162

7.20

FactorSSDOFVarFConfidenceSignificant?*

A0.12610.12612.8399.95%Yes

B0.16420.0828.3399.96%Yes

C0.01720.0080.8456.53%No

D0.01420.0070.7351.43%No

E0.13820.0696.9999.86%Yes

F0.60120.30030.48100.00%Yes

G0.03620.0181.8383.53%No

H0.44220.22122.44100.00%Yes

Others0.03420.0171.7482.02%No

Error1.0641080.010

Total2.636125*Note: At least 99% confidence

A.1

ExpABCDEFGHP1P2P3P4P5P6P7Ave.SS/N

11111111110.1810.1810.1210.0610.029.9810.2010.110.08741.3

21122222210.0310.019.989.969.919.8910.129.990.07842.2

3113333339.819.789.749.749.719.689.879.760.06443.6

41211223310.0910.0810.079.999.929.8810.1410.020.09640.3

51222331110.0610.0510.059.899.859.7810.129.970.12937.7

61233112210.2010.1910.1810.1710.1410.1310.2210.180.03250.0

7131213239.919.889.889.849.829.809.939.870.04846.3

81323213110.3210.2810.2510.2010.1810.1810.3610.250.07143.2

91331321210.0410.0210.019.989.959.8910.1110.000.07043.1

102113322110.009.989.939.809.779.7010.159.900.15636.0

11212113329.979.979.919.889.879.8510.059.930.07142.9

122132211310.069.949.909.889.809.7210.129.920.13937.1

132212313210.1510.0810.049.989.919.9010.2210.040.12038.5

14222312139.919.879.869.879.859.8010.029.880.06943.2

152231232110.0210.009.959.929.789.7110.069.920.12937.7

162313231210.0810.009.999.959.929.8510.149.990.09740.2

172321312310.0710.029.899.899.859.7610.199.950.14736.6

182332123110.1010.0810.059.999.979.9510.1210.040.06743.5

Ave =9.9841.3

ABCDEFGH

Level 110.029.939.999.9910.0010.079.9810.03

Level 29.9510.0010.009.9710.029.979.9710.02

Level 310.029.979.999.949.9110.019.90

Effect0.060.080.030.030.080.170.040.13

Rank53784162

7.21

FactorSSDOFVarFConfidenceSignificant?*

A0.12610.12612.5899.94%Yes

B0.16420.0828.1799.95%Yes

CPooledNo

DPooledNo

E0.13820.0696.8699.85%Yes

F0.60120.30029.89100.00%Yes

GPooledNo

H0.44220.22122.01100.00%Yes

OthersPooledNo

Error1.1651160.010S =0.10

Total2.636125*Note: At least 99% confidence

A.2

00000000000000000

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

60846.9

ABCDEFGH

Level 148.347.045.445.047.846.849.243.1

Level 245.646.947.046.447.146.946.846.6

Level 346.948.449.345.947.044.851.1

Effect2.70.13.04.31.90.24.48.0

Rank58436721

7.22 S/N

FactorSSDOFVar

A33.1133.1

B0.120.0

C27.6213.8

D58.3229.1

E11.425.7

F0.120.1

G58.7229.3

H192.0296.0

Others0.320.2

Total381.517

A.3

00000000000000000

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

60846.9

ABCDEFGH

Level 148.347.045.445.047.846.849.243.1

Level 245.646.947.046.447.146.946.846.6

Level 346.948.449.345.947.044.851.1

Effect2.70.13.04.31.90.24.48.0

Rank58436721

7.23 S/N

FactorSSDOFVarFConfidenceSignificant?*

A33.1133.122.1999.85%Yes

BPooledNo

C27.6213.89.2799.17%Yes

D58.3229.119.5699.92%Yes

EPooledNo

FPooledNo

G58.7229.319.6999.92%Yes

H192.0296.064.40100.00%Yes

OthersPooledNo

Error11.981.5S =1.22dB

Total381.517*Note: At leat 99% confidence

A.4

00000000000000000

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

60846.9

ABCDEFGH

Level 1621602574608628573673538

Level 2594617620603597623578634

Level 3604629611598627573651

Effect26155583154100112

Rank67385421

7.24

FactorSSDOFVar

A3113.313113.3

B823.92412.0

C10405.425202.7

D206.22103.1

E3633.521816.8

F10982.725491.3

G38070.2219035.1

H44039.3222019.7

Others2952.721476.4

Total114227.217

A.5

00000000000000000

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

60846.9

ABCDEFGH

Level 1621602574608628573673538

Level 2594617620603597623578634

Level 3604629611598627573651

Effect26155583154100112

Rank67385421

7.25

FactorSSDOFVarFConfidenceSignificant?*

A3113.313113.33.2789.2%No

BPooledNo

C10405.425202.75.4696.8%Yes

DPooledNo

EPooledNo

F10982.725491.35.7797.2%Yes

G38070.2219035.119.9999.9%Yes

H44039.3222019.723.13100.0%Yes

OthersPooledNo

Error7616.38952.0

Total114227.217*Note: At least 95% confidence

A.6

00000000000000000

M = 0.008M = 0.016M = 0.032M = 0.064

N1N2N1N2N1N2N1N2

ExpABCDEFGHQ1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2Q1Q2bSS/N

1111111114.80.95.80.88.56.511.56.820.413.225.016.236.932.743.534.55733.644.0

2112222224.52.55.73.212.59.613.010.023.520.325.121.442.036.043.236.16342.747.4

3113333335.95.26.85.910.69.311.410.223.522.024.322.542.940.343.840.66681.553.2

4121122334.52.15.73.012.18.914.310.522.116.924.220.041.034.042.437.66182.846.9

5122233116.52.17.83.212.36.913.28.623.317.224.318.344.336.948.937.26523.545.3

6123311225.04.25.84.311.59.412.39.920.816.821.018.543.040.243.141.06441.552.4

7131213235.24.05.64.511.89.112.310.121.217.520.018.340.336.242.238.26141.751.4

8132321312.40.04.32.86.74.07.23.616.311.118.312.330.127.834.330.64662.645.0

9133132126.34.87.86.112.19.313.511.924.419.626.322.348.540.350.244.07182.648.9

10211332212.10.02.90.04.90.07.44.218.39.517.710.832.026.335.328.14553.841.6

11212113324.91.27.61.811.36.515.36.823.415.025.117.240.133.250.535.56224.742.4

12213221135.14.46.44.410.17.811.28.521.718.722.120.143.141.244.441.56571.453.3

13221231322.10.05.40.66.71.27.32.313.49.416.411.138.927.943.331.15055.040.0

14222312135.95.06.85.213.312.014.213.324.923.126.325.447.946.349.747.27561.355.3

15223123213.20.03.91.88.73.29.65.113.27.919.511.138.232.142.533.05284.541.5

16231323124.12.75.94.412.38.713.79.224.318.925.520.244.339.047.742.46792.648.4

17232131232.30.83.22.110.28.012.58.821.616.523.620.438.832.441.136.65912.946.3

18233212311.20.05.11.27.82.313.05.020.311.121.212.440.131.645.132.05574.841.2

60846.9

ABCDEFGH

Level 1621602574608628573673538

Level 2594617620603597623578634

Level 3604629611598627573651

Effect26155583154100112

Rank67385421

7.26

FactorSSDOFVarFConfidenceSignificant?*

APooledNo

BPooledNo

C10405.425202.74.3695.3%Yes

DPooledNo

EPooledNo

F10982.725491.34.6195.8%Yes

G38070.2219035.115.9799.9%Yes

H44039.3222019.718.4799.9%Yes

OthersPooledNo

Error10729.691192.2S =34.5

Total114227.217*Note: At least 95% confidence

A.7

5151.351.651.952.252.552.853.153.453.75454.354.654.955.255.555.856.156.456.75757.357.657.958.258.558.859.159.459.76060.360.660.961.261.561.862.162.462.76363.363.663.964.264.564.865.165.465.76666.366.666.967.267.567.868.168.468.76969.369.669.970.270.570.871.171.471.77272.372.672.973.273.573.874.174.474.77575.375.675.976.276.576.877.177.477.77878.378.678.979.279.579.880.180.480.78181.381.681.982.282.582.883.183.483.78484.384.684.985.285.585.886.186.486.787

0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.010.010.010.010.010.010.010.010.010.020.020.020.020.020.020.030.030.030.030.040.040.040.040.040.050.050.050.050.060.060.060.060.060.070.070.070.070.070.070.070.070.070.070.070.070.070.070.070.070.070.060.060.060.060.060.050.050.050.050.040.040.040.040.040.030.030.030.030.020.020.020.020.020.020.010.010.010.010.010.010.010.010.010.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00

7.27

A.7

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

A.8

A.1 L4(23)

Exp.123

1111

2122

3212

4221

A.9

A.2 L8(27)

Exp.1234567

11111111

21112222

31221122

41222211

52121212

62122121

72211221

82212112

A.10

A.3 L12(211)

Exp.1234567891011

111111111111

211111222222

311222111222

412122122112

512212212121

612221221211

721221122121

821212221112

921122212211

1022211112212

1122121211122

1222112121221

A.11

A.4 L16(215)

Exp.123456789101112131415

1111111111111111

2111111122222222

3111222211112222

4111222222221111

5122112211221122

6122112222112211

7122221111222211

8122221122111122

9212121212121212

10212121221212121

11212212112122121

12212212121211212

13221122112211221

14221122121122112

15221211212212112

16221211221121221

A.12

A.5 L32(231)

Exp.12345678910111213141516171819202122232425262728293031

11111111111111111111111111111111

21111111111111112222222222222222

31111111222222221111111122222222

41111111222222222222222211111111

51112222111122221111222211112222

61112222111122222222111122221111

71112222222211111111222222221111

81112222222211112222111111112222

91221122112211221122112211221122

101221122112211222211221122112211

111221122221122111122112222112211

121221122221122112211221111221122

131222211112222111122221111222211

141222211112222112211112222111122

151222211221111221122221122111122

161222211221111222211112211222211

172121212121212121212121212121212

182121212121212122121212121212121

192121212212121211212121221212121

202121212212121212121212112121212

212122121121221211212212112122121

222122121121221212121121221211212

232122121212112121212212121211212

242122121212112122121121212122121

252211221122112211221122112211221

262211221122112212112211221122112

272211221211221121221122121122112

282211221211221122112211212211221

292212112122121121221211212212112

302212112122121122112122121121221

312212112211212211221211221121221

322212112211212212112122112212112

A.13

A.6 L4(23)L8(27)L16(215)L32(231)

Col.12345678910111213141516171819202122232425262728293031

13254769811101312151417161918212023222524272629283130

2167451011891415121318191617222320212627242530312829

376541110981514131219181716232221202726252431302928

41231213141589101120212223161718192829303124252627

5321312151498111021202322171619182928313025242726

611415121310118922232021181916173031282926272425

71514131211109823222120191817163130292827262524

8123456724252627282930311617181920212223

932547625242726292831301716191821202322

101674526272425303128291819161722232021

11765427262524313029281918171623222120

1212328293031242526272021222316171819

133229283130252427262120232217161918

14130312829262724252223202118191617

1531302928272625242322212019181716

16123456789101112131415

1732547698111013121514

181674510118914151213

19765411109815141312

2012312131415891011

213213121514981110

22114151213101189

2315141312111098

241234567

25325476

2616745

277654

28123

2932

301

31

A.14

A.7 L9(34)

Exp.1234

11111

21222

31333

42123

52231

62312

73132

83213

93321

A.15

A.8 L18(2137)

Exp.12345678

111111111

211222222

311333333

412112233

512223311

612331122

713121323

813232131

913313212

1021133221

1121211332

1221322113

1322123132

1422231213

1522312321

1623132312

1723213123

1823321231

A.16

A.9 L27(313)

Exp.12345678910111213

11111111111111

21111222222222

31111333333333

41222111222333

51222222333111

61222333111222

71333111333222

81333222111333

91333333222111

102123123123123

112123231231231

122123312312312

132231123231312

142231231312123

152231312123231

162312123312231

172312231123312

182312312231123

193132132132132

203132213213213

213132321321321

223213132213321

233213213321132

243213321132213

253321132321213

263321213132321

273321321213132

A.17

A.10 L36(211312)

Exp.1234567891011121314151617181920212223

111111111111111111111111

211111111111222222222222

311111111111333333333333

411111222222111122223333

511111222222222233331111

611111222222333311112222

711222111222112312331223

811222111222223123112331

911222111222331231223112

1012122122112113213232132

1112122122112221321313213

1212122122112332132121321

1312212212121123132133212

1412212212121231213211323

1512212212121312321322131

1612221221211123211323321

1712221221211231322131132

1812221221211312133212213

1921221122121121333122123

2021221122121232111233231

2121221122121313222311312

2221212221112122331211332

2321212221112233112322113

2421212221112311223133221

2521122212211132123313122

2621122212211213231121233

2721122212211321312232311

2822211112212132221132313

2922211112212213332213121

3022211112212321113321232

3122121211122133323221211

3222121211122211131332322

3322121211122322212113133

3422112121221131232312231

3522112121221212313123312

3622112121221323121231123

B.1

A.11 L36(23313)

Exp.12345678910111213141516

11111111111111111

21111222222222222

31111333333333333

41221111122223333

51221222233331111

61221333311112222

72121112312331223

82121223123112331

92121331231223112

102211113213232132

112211221321313213

122211332132121321

131112123132133212

141112231213211323

151112312321322131

161222123211323321

171222231322131132

181222312133212213

192122121333122123

202122232111233231

212122313222311312

222212121331211332

232212232112322113

242212313223133221

251113132123313122

261113213231121233

271113321312232311

281223132221132313

291223213332213121

301223321113321232

312123133323221211

322123211131332322

332123322212113133

342213131232312231

352213212313123312

362213323121231123

B.2

A.12 L54(21325)

Exp.1234567891011121314151617181920212223242526

111111111111111111111111111

211111111222222222222222222

311111111333333333333333333

411222222111111232323232323

511222222222222313131313131

611222222333333121212121212

711333333111111323232323232

811333333222222131313131313

911333333333333212121212121