基于BP人工神经网络算法的苹果制干适宜性评价

张彪,刘璇,毕金峰,吴昕烨,金鑫,李旋,李潇

Suitability Evaluation of Apple for Chips-Processing Based on BP Artificial Neural Network

ZHANG Biao,LIU Xuan,BI JinFeng,WU XinYe,JIN Xin,LI Xuan,LI Xiao

表2 34个品种苹果果实22项指标数据

Table 2 Data on 22 fruit indexes of 34 apple varieties

编号 Number X1 X2 X3 X4 X5 X6 X7 X8 X9 X10 X11 X12 X13 X14 X15 X16 X17 X18 X19 X20 X21 X22 1 232.31 288.00 0.81 0.96 0.21 45.12 14.15 15.92 67.00 -0.53 21.51 6.56 2.36 3.41 0.47 12.90 0.86 1.10 0.36 2.10 7.80 12.10 2 207.28 261.00 0.80 0.89 0.22 53.79 -3.32 20.93 68.51 -2.57 14.24 5.74 2.09 3.52 0.34 13.30 0.88 1.10 0.38 4.80 8.60 12.50 3 152.53 195.00 0.78 0.82 0.26 32.68 7.97 9.78 63.64 -1.03 21.58 9.10 2.94 4.04 0.21 12.93 0.82 1.40 0.35 3.10 11.10 14.00 4 197.07 231.00 0.85 0.96 0.27 48.97 -1.41 19.67 63.17 -1.36 23.42 7.32 3.01 3.56 0.44 13.03 0.86 1.00 0.32 7.60 8.10 12.90 5 212.10 275.00 0.77 0.85 0.26 41.78 9.50 12.13 64.57 -2.89 19.14 6.10 2.23 3.69 0.34 9.93 0.87 0.90 0.35 2.10 8.70 9.90 6 220.56 264.00 0.84 0.90 0.27 42.42 11.54 14.45 66.66 -2.31 22.19 6.46 2.11 3.37 0.36 13.87 0.85 1.00 0.29 3.60 8.50 12.50 7 212.19 256.00 0.83 0.88 0.19 45.59 0.25 17.51 63.13 -2.45 19.48 8.83 2.80 3.68 0.33 12.70 0.84 0.90 0.48 3.50 8.60 9.20 8 193.01 245.00 0.79 0.89 0.24 51.81 -6.17 23.22 66.46 -2.02 22.02 6.97 2.66 3.45 0.39 12.37 0.85 0.90 0.58 2.40 9.60 11.70 9 239.69 296.00 0.81 0.90 0.22 29.12 15.07 6.53 64.65 -2.48 20.17 9.51 2.93 3.86 0.19 10.80 0.87 1.00 0.29 2.50 7.50 13.40 10 183.71 216.00 0.85 0.89 0.28 44.56 12.50 14.09 62.59 -0.63 20.76 9.03 2.89 3.45 0.40 14.67 0.85 1.40 0.32 2.00 9.40 14.40 11 212.26 257.00 0.82 0.90 0.28 45.85 -9.74 18.87 63.02 -4.87 18.01 12.48 3.24 2.96 0.66 13.90 0.84 0.90 0.30 4.10 9.90 12.80 12 150.85 194.00 0.78 0.95 0.32 44.12 4.64 14.93 66.86 -3.53 20.22 6.11 1.44 3.54 0.38 11.30 0.86 1.20 0.29 3.00 10.20 11.30 13 166.19 209.00 0.80 0.88 0.23 43.68 8.35 14.79 66.44 -0.33 21.85 7.72 2.54 4.51 0.15 12.30 0.83 1.20 0.44 2.90 9.10 11.40 14 178.10 225.00 0.79 0.92 0.28 40.24 14.32 12.98 62.50 1.11 21.07 9.10 2.53 3.83 0.27 12.30 0.87 1.00 0.32 1.20 7.10 8.20 15 204.79 244.00 0.84 0.86 0.28 52.70 2.57 19.25 64.94 -0.58 21.61 7.27 2.27 3.67 0.34 15.13 0.87 1.00 0.31 3.00 7.50 10.10 16 178.10 225.00 0.79 0.92 0.28 40.24 14.32 12.98 62.50 1.11 21.07 9.10 2.53 3.83 0.27 12.30 0.87 1.00 0.32 1.20 7.10 8.20 17 214.79 274.00 0.78 0.90 0.23 50.97 -8.46 21.42 67.44 -1.60 21.42 4.98 1.45 3.51 0.34 10.00 0.89 1.00 0.29 1.60 7.00 8.60 18 219.25 271.00 0.81 0.95 0.27 46.95 7.38 17.08 64.22 -1.10 22.05 7.85 1.80 4.13 0.18 10.20 0.90 1.10 0.23 1.20 8.20 10.70 19 158.77 189.00 0.84 0.86 0.27 58.57 -3.37 24.96 65.14 -1.02 22.10 5.56 1.98 3.95 0.23 12.30 0.84 1.20 0.20 0.90 9.00 11.50 20 263.10 331.00 0.80 0.92 0.24 46.53 11.18 13.61 65.44 0.16 20.92 7.35 1.99 4.08 0.16 9.30 0.89 0.80 0.28 1.00 9.50 10.70 21 257.95 306.00 0.84 0.85 0.28 42.00 15.41 11.03 64.22 -0.91 20.36 7.64 2.05 3.91 0.25 11.70 0.87 0.90 0.25 1.20 6.80 8.40 22 208.57 247.00 0.85 0.90 0.28 38.36 18.36 9.10 65.46 -1.54 21.17 8.98 2.61 3.72 0.23 13.13 0.87 1.00 0.30 0.80 10.80 11.80 23 102.33 120.00 0.86 0.80 0.34 45.08 12.93 13.69 66.28 -2.00 20.79 10.61 3.17 3.42 0.43 14.07 0.85 1.00 0.30 2.20 9.40 12.00 24 253.66 303.00 0.84 0.84 0.30 40.34 16.80 12.17 64.30 1.08 21.97 8.92 2.93 3.73 0.24 13.10 0.88 1.47 0.35 1.40 9.20 11.20 25 270.18 321.00 0.84 0.93 0.28 44.16 13.29 12.74 65.81 -1.44 20.91 7.90 2.47 3.74 0.25 12.73 0.85 1.50 0.33 1.80 9.30 11.30 26 311.25 369.00 0.85 0.91 0.34 48.49 8.20 17.19 62.94 1.31 21.93 7.71 2.57 3.97 0.31 13.60 0.84 1.60 0.25 2.10 8.60 11.80 27 244.03 312.00 0.78 0.93 0.31 60.90 -2.12 21.65 68.10 -2.00 18.72 7.23 2.23 3.50 0.38 14.33 0.85 0.96 0.28 1.80 8.50 11.10 28 310.56 393.00 0.79 0.93 0.26 27.24 15.39 6.48 65.71 -2.66 22.35 8.83 1.91 3.84 0.21 13.87 0.85 1.14 0.25 2.20 10.90 13.70 29 227.63 282.00 0.81 0.85 0.27 41.50 16.08 11.76 65.85 0.02 20.79 8.74 2.81 3.95 0.34 13.50 0.85 1.85 0.32 2.70 7.40 8.80 30 207.44 248.00 0.84 0.87 0.19 41.57 1.66 14.34 65.36 -2.73 20.29 8.96 2.70 3.85 0.24 13.90 0.86 1.00 0.30 3.20 8.00 9.00 31 204.17 238.00 0.86 0.89 0.29 40.04 16.64 11.93 63.46 0.13 20.81 8.69 2.91 3.56 0.20 13.07 0.84 1.00 0.20 2.20 10.50 11.20 32 244.80 289.00 0.85 0.91 0.31 40.90 15.88 11.51 62.73 -0.12 20.45 7.42 2.26 3.87 0.31 13.10 0.87 1.00 0.15 1.50 8.40 9.40 33 330.28 395.00 0.83 0.87 0.27 38.78 14.69 12.51 62.92 0.68 22.28 7.86 2.37 4.01 0.23 12.60 0.86 1.10 0.37 3.40 9.90 13.60 34 230.36 270.00 0.85 0.89 0.29 38.50 13.62 13.21 60.69 -0.92 21.14 9.66 2.99 3.52 0.34 15.50 0.83 1.13 0.36 3.40 10.80 14.70