Research Article

Fuzzy and Control Charts: A Data-Adaptability and Human-Acceptance Approach

Table 6

Roughness height (m) of optical lens.

Obser. number(S.1)(S.2)(S.3)(S.4)

()0.761.031.340.791.162.123.463.683.863.044.794.84
()4.875.315.592.262.793.492.682.722.854.385.115.29
()3.584.555.143.083.224.162.154.855.500.841.631.75
()2.763.223.851.021.621.881.852.182.620.800.961.35
()2.463.283.670.573.244.021.142.002.292.042.963.69
()0.961.321.453.924.515.003.824.114.600.893.263.52
()4.274.645.340.761.101.794.054.614.953.224.014.43
()0.534.965.071.452.042.952.993.533.793.194.164.65
()3.314.174.343.554.084.392.102.242.27
()2.564.985.521.162.102.780.570.862.63
()2.642.733.72
()0.741.264.21

Obser. number(S.5)(S.6)(S.7)(S.8)

()2.042.274.204.985.235.393.494.055.003.203.653.95
()1.311.582.303.053.875.420.811.253.013.193.623.99
()3.344.274.781.011.453.980.543.073.951.341.612.35
()1.171.932.772.463.073.272.202.522.661.261.722.29
()4.784.835.482.783.294.182.292.352.993.724.514.52
()5.215.966.311.781.952.743.594.334.604.955.505.63
()2.933.754.654.485.195.542.593.003.714.405.285.93
()4.024.034.991.892.412.773.144.044.084.154.585.28
()1.861.962.834.955.875.89
()2.253.113.435.176.156.37

Obser. number(S.9)(S.10)(S.11)(S.12)

()1.632.543.390.792.143.023.454.694.942.673.504.13
()4.334.735.500.884.514.964.985.115.214.434.664.86
()0.963.544.024.925.526.194.535.015.124.945.525.69
()2.753.023.593.043.323.344.925.225.412.713.013.56
()2.923.343.683.403.844.263.264.104.284.645.476.39
()1.331.662.263.253.984.211.273.173.830.991.341.40
()4.735.595.794.014.254.682.293.113.221.621.982.93
()1.191.522.433.284.125.203.033.673.733.063.223.58
()1.491.782.234.255.025.233.624.335.152.042.903.51
()4.245.105.451.061.672.292.213.103.69
()0.552.633.01

Obser. number(S.13)(S.14)(S.15)(S.16)

()1.902.363.141.611.862.324.875.546.292.493.174.07
()3.084.074.754.365.166.120.590.801.363.964.304.68
()4.114.805.091.232.022.051.632.522.611.952.803.69
()2.052.413.123.654.264.991.271.711.880.642.022.67
()1.331.761.963.894.485.302.082.913.122.452.673.07
()1.912.443.241.532.032.503.423.713.772.412.503.49
()1.922.753.413.063.844.304.534.614.840.580.861.27
()4.044.875.853.624.514.922.362.993.971.831.922.22
()1.201.321.381.992.833.773.383.824.343.023.974.28
()0.653.163.520.460.932.310.891.053.14
()2.432.722.931.472.112.96
()2.983.363.644.424.935.69

Obser. number(S.17)(S.18)(S.19)

()3.293.994.484.044.245.201.871.932.37
()1.721.882.754.154.345.003.484.034.44
()4.634.985.204.034.554.840.450.591.18
()3.484.425.241.511.672.164.785.406.34
()2.352.463.162.302.943.883.804.304.59
()4.284.395.271.952.472.593.525.105.46
()3.413.854.413.784.175.123.684.855.15
()1.211.263.052.823.484.313.605.055.47
()0.922.364.093.245.465.62
()4.105.615.65

Obser. number(S.20)(S.21)(S.22)

()3.834.355.412.433.253.870.930.991.95
()3.404.424.602.522.893.643.904.615.04
()4.645.215.352.692.743.822.923.604.47
()4.205.515.642.864.144.853.994.425.11
()4.184.404.851.631.801.930.761.924.96
()3.624.624.803.293.323.924.694.955.74
()3.864.624.940.763.214.122.813.223.60
()4.055.095.343.473.734.644.575.406.23
()4.044.264.803.984.545.250.830.921.30
()3.443.803.982.353.283.97
()3.053.603.98
()4.835.015.30

Obser. number(S.23)(S.24)(S.25)

()1.612.572.870.951.031.352.282.693.05
()1.071.561.805.266.106.411.201.863.57
()1.561.711.823.964.194.430.681.253.61
()2.173.163.622.022.422.482.192.93.25
()0.863.263.842.525.315.413.183.753.94
()0.562.843.143.604.374.883.353.914.27
()0.461.111.552.563.204.160.470.761.33
()1.481.572.383.664.114.750.721.011.08
()2.703.433.964.845.366.290.682.963.04
()2.963.283.310.611.863.241.832.263.16
()0.491.264.020.651.131.18
()4.314.344.97

Notes. Obser. number: observation number; S.: sample number.