Journal of Agricultural Science and Technology ›› 2025, Vol. 27 ›› Issue (1): 241-249.DOI: 10.13304/j.nykjdb.2023.0283
• BIO-MANUFACTURING & RESOURCE AND ECOLOGY • Previous Articles
Jingyi XI1(), Shuangqing WANG1, Yitong BAI2, Xiuli YAO2, Bixuan HUANG2, Qingyi LI2, Liqing FAN2(
), Shichen HUANG2(
), Mingguo SUN3
Received:
2023-04-11
Accepted:
2023-06-23
Online:
2025-01-15
Published:
2025-01-21
Contact:
Liqing FAN,Shichen HUANG
郗婧怡1(), 王双庆1, 白一彤2, 姚秀利2, 黄碧璇2, 李青怡2, 范丽清2(
), 黄世臣2(
), 孙明国3
通讯作者:
范丽清,黄世臣
作者简介:
郗婧怡 E-mail:1622405870@qq.com
基金资助:
CLC Number:
Jingyi XI, Shuangqing WANG, Yitong BAI, Xiuli YAO, Bixuan HUANG, Qingyi LI, Liqing FAN, Shichen HUANG, Mingguo SUN. Study on Optimization of Processing Parameters Using Hermetia illucens Larva to Treat Food Waste by Response Surface Methodology[J]. Journal of Agricultural Science and Technology, 2025, 27(1): 241-249.
郗婧怡, 王双庆, 白一彤, 姚秀利, 黄碧璇, 李青怡, 范丽清, 黄世臣, 孙明国. 响应面法优化黑水虻处理餐厨垃圾工艺参数研究[J]. 中国农业科技导报, 2025, 27(1): 241-249.
变量 Variate | 水平 Level | |
---|---|---|
-1 | +1 | |
x1:环境温度 Ambient temperature/℃ | 20 | 30 |
x2:处理料含水量 Moisture content of treated material/% | 50 | 80 |
x3:日投料量 Daily materials added/g | 10 | 30 |
x4:投放空间 Living space/cm3 | 1 200 | 1 600 |
x5:起始虫龄 Initial larva age/d | 4 | 10 |
x6:处理料透气性 Permeability of materials/% | 0 | 50 |
Table1 PB experimental design
变量 Variate | 水平 Level | |
---|---|---|
-1 | +1 | |
x1:环境温度 Ambient temperature/℃ | 20 | 30 |
x2:处理料含水量 Moisture content of treated material/% | 50 | 80 |
x3:日投料量 Daily materials added/g | 10 | 30 |
x4:投放空间 Living space/cm3 | 1 200 | 1 600 |
x5:起始虫龄 Initial larva age/d | 4 | 10 |
x6:处理料透气性 Permeability of materials/% | 0 | 50 |
变量Variate | 水平Level | ||
---|---|---|---|
-1 | 0 | +1 | |
x1:环境温度 Ambient temperature/℃ | 26 | 28 | 30 |
x2:处理料含水量 Moisture content of treated material/% | 70 | 75 | 80 |
x3:日投料量 Daily materials added/g | 20 | 25 | 30 |
x4:投放空间 Living space/cm3 | 1 200 | 1400 | 1 600 |
x5:起始虫龄 Initial larva age/d | 4 | 6 | 8 |
Table 2 BB experimental design
变量Variate | 水平Level | ||
---|---|---|---|
-1 | 0 | +1 | |
x1:环境温度 Ambient temperature/℃ | 26 | 28 | 30 |
x2:处理料含水量 Moisture content of treated material/% | 70 | 75 | 80 |
x3:日投料量 Daily materials added/g | 20 | 25 | 30 |
x4:投放空间 Living space/cm3 | 1 200 | 1400 | 1 600 |
x5:起始虫龄 Initial larva age/d | 4 | 6 | 8 |
试验号Test number | x1:环境温度 Ambient temperature/℃ | x2:处理料含水量Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | x6:处理料透气性 Permeability of materials/% | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|---|
1 | 20 | 50 | 30 | 1 600 | 4 | 0 | 42.91 |
2 | 20 | 80 | 10 | 1 200 | 10 | 0 | 38.35 |
3 | 30 | 80 | 30 | 1 600 | 10 | 50 | 181.77 |
4 | 30 | 50 | 10 | 1 200 | 4 | 50 | 38.00 |
5 | 30 | 80 | 10 | 1 600 | 4 | 0 | 111.43 |
6 | 20 | 80 | 10 | 1 200 | 10 | 0 | 51.10 |
7 | 20 | 50 | 10 | 1 600 | 10 | 50 | 19.11 |
8 | 20 | 50 | 30 | 1 600 | 4 | 0 | 46.91 |
9 | 30 | 50 | 30 | 1 200 | 10 | 0 | 88.93 |
10 | 30 | 80 | 30 | 1 600 | 10 | 50 | 146.00 |
11 | 30 | 50 | 10 | 1 200 | 4 | 50 | 25.01 |
12 | 30 | 80 | 10 | 1 600 | 4 | 0 | 111.92 |
13 | 30 | 80 | 30 | 1 600 | 10 | 50 | 202.07 |
14 | 20 | 80 | 10 | 1 200 | 10 | 0 | 36.70 |
15 | 20 | 80 | 30 | 1 200 | 4 | 50 | 108.27 |
16 | 30 | 50 | 30 | 1 200 | 10 | 0 | 115.93 |
17 | 30 | 80 | 10 | 1 600 | 4 | 0 | 122.66 |
18 | 20 | 80 | 30 | 1 200 | 4 | 50 | 89.91 |
19 | 20 | 50 | 30 | 1 600 | 4 | 0 | 52.53 |
20 | 20 | 50 | 10 | 1 600 | 10 | 50 | 39.38 |
21 | 30 | 50 | 10 | 1 200 | 4 | 50 | 35.00 |
Table 3 PB results
试验号Test number | x1:环境温度 Ambient temperature/℃ | x2:处理料含水量Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | x6:处理料透气性 Permeability of materials/% | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|---|
1 | 20 | 50 | 30 | 1 600 | 4 | 0 | 42.91 |
2 | 20 | 80 | 10 | 1 200 | 10 | 0 | 38.35 |
3 | 30 | 80 | 30 | 1 600 | 10 | 50 | 181.77 |
4 | 30 | 50 | 10 | 1 200 | 4 | 50 | 38.00 |
5 | 30 | 80 | 10 | 1 600 | 4 | 0 | 111.43 |
6 | 20 | 80 | 10 | 1 200 | 10 | 0 | 51.10 |
7 | 20 | 50 | 10 | 1 600 | 10 | 50 | 19.11 |
8 | 20 | 50 | 30 | 1 600 | 4 | 0 | 46.91 |
9 | 30 | 50 | 30 | 1 200 | 10 | 0 | 88.93 |
10 | 30 | 80 | 30 | 1 600 | 10 | 50 | 146.00 |
11 | 30 | 50 | 10 | 1 200 | 4 | 50 | 25.01 |
12 | 30 | 80 | 10 | 1 600 | 4 | 0 | 111.92 |
13 | 30 | 80 | 30 | 1 600 | 10 | 50 | 202.07 |
14 | 20 | 80 | 10 | 1 200 | 10 | 0 | 36.70 |
15 | 20 | 80 | 30 | 1 200 | 4 | 50 | 108.27 |
16 | 30 | 50 | 30 | 1 200 | 10 | 0 | 115.93 |
17 | 30 | 80 | 10 | 1 600 | 4 | 0 | 122.66 |
18 | 20 | 80 | 30 | 1 200 | 4 | 50 | 89.91 |
19 | 20 | 50 | 30 | 1 600 | 4 | 0 | 52.53 |
20 | 20 | 50 | 10 | 1 600 | 10 | 50 | 39.38 |
21 | 30 | 50 | 10 | 1 200 | 4 | 50 | 35.00 |
试验号Test number | x1:环境温度 Ambient temperature/℃ | x2:处理料含水量Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | x6:处理料透气性 Permeability of materials/% | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|---|
22 | 20 | 50 | 10 | 1 600 | 10 | 50 | 22.81 |
23 | 20 | 80 | 30 | 1 200 | 4 | 50 | 98.37 |
24 | 30 | 50 | 30 | 1 200 | 10 | 0 | 98.83 |
Table 3 PB results
试验号Test number | x1:环境温度 Ambient temperature/℃ | x2:处理料含水量Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | x6:处理料透气性 Permeability of materials/% | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|---|
22 | 20 | 50 | 10 | 1 600 | 10 | 50 | 22.81 |
23 | 20 | 80 | 30 | 1 200 | 4 | 50 | 98.37 |
24 | 30 | 50 | 30 | 1 200 | 10 | 0 | 98.83 |
变异源 Source of variance | 自由度 Degrees of freedom | 平方和 Sum square | 均方 Mean square | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 Model | 6 | 56 034.84 | 9 339.14 | 46.2 | <0.000 1 |
误差 Error | 16 | 2 723.86 | 170.24 | ||
失拟项 Lack of fit | 1 | 712.86 | 712.86 | 4.19 | 0.057 5 |
总和 Sum | 23 | 59 471.56 |
Table 4 Variance analysis of regression equation
变异源 Source of variance | 自由度 Degrees of freedom | 平方和 Sum square | 均方 Mean square | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 Model | 6 | 56 034.84 | 9 339.14 | 46.2 | <0.000 1 |
误差 Error | 16 | 2 723.86 | 170.24 | ||
失拟项 Lack of fit | 1 | 712.86 | 712.86 | 4.19 | 0.057 5 |
总和 Sum | 23 | 59 471.56 |
模型项 Model item | 回归系数 Coefficient of regression | 标准差 Standard deviation | F值 F value | P值 P value |
---|---|---|---|---|
x1:环境温度Ambient temperature/℃ | 26.31 | 2.9 | 82.17 | <0.000 1 |
x2:处理料含水量Moisture content of treated material/% | 28.03 | 2.9 | 93.30 | <0.000 1 |
x3:日投料量Daily materials added/g | 25.86 | 2.9 | 79.38 | <0.000 1 |
x4:投放空间Living space/cm3 | 11.47 | 2.9 | 15.61 | 0.001 0 |
x5:起始虫龄Initial larva age/d | 6.59 | 2.9 | 5.16 | 0.036 4 |
x6:处理料透气性Permeability of materials/% | 3.63 | 2.9 | 1.57 | 0.227 6 |
Table 5 Significance tests for coefficients of regression equation
模型项 Model item | 回归系数 Coefficient of regression | 标准差 Standard deviation | F值 F value | P值 P value |
---|---|---|---|---|
x1:环境温度Ambient temperature/℃ | 26.31 | 2.9 | 82.17 | <0.000 1 |
x2:处理料含水量Moisture content of treated material/% | 28.03 | 2.9 | 93.30 | <0.000 1 |
x3:日投料量Daily materials added/g | 25.86 | 2.9 | 79.38 | <0.000 1 |
x4:投放空间Living space/cm3 | 11.47 | 2.9 | 15.61 | 0.001 0 |
x5:起始虫龄Initial larva age/d | 6.59 | 2.9 | 5.16 | 0.036 4 |
x6:处理料透气性Permeability of materials/% | 3.63 | 2.9 | 1.57 | 0.227 6 |
试验号 Test number | x1环境温度 Ambient temperature/℃ | x2:处理料含水量 Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|
33 | 28 | 75 | 30 | 1 400 | 8 | 237.04 |
34 | 28 | 75 | 25 | 1 400 | 6 | 243.14 |
35 | 28 | 70 | 25 | 1 400 | 4 | 231.63 |
36 | 26 | 80 | 25 | 1 400 | 6 | 221.36 |
37 | 26 | 75 | 20 | 1 400 | 6 | 224.45 |
38 | 30 | 75 | 25 | 1 600 | 6 | 224.78 |
39 | 30 | 75 | 25 | 1 400 | 4 | 227.27 |
40 | 28 | 70 | 25 | 1 200 | 6 | 228.62 |
41 | 28 | 75 | 25 | 1 600 | 8 | 241.14 |
42 | 28 | 75 | 20 | 1 600 | 6 | 234.83 |
43 | 28 | 75 | 25 | 1 400 | 6 | 242.64 |
44 | 26 | 75 | 30 | 1 400 | 6 | 223.85 |
45 | 28 | 75 | 20 | 1 200 | 6 | 233.63 |
46 | 28 | 80 | 30 | 1 400 | 6 | 232.63 |
Table 6 BB test results
试验号 Test number | x1环境温度 Ambient temperature/℃ | x2:处理料含水量 Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|
33 | 28 | 75 | 30 | 1 400 | 8 | 237.04 |
34 | 28 | 75 | 25 | 1 400 | 6 | 243.14 |
35 | 28 | 70 | 25 | 1 400 | 4 | 231.63 |
36 | 26 | 80 | 25 | 1 400 | 6 | 221.36 |
37 | 26 | 75 | 20 | 1 400 | 6 | 224.45 |
38 | 30 | 75 | 25 | 1 600 | 6 | 224.78 |
39 | 30 | 75 | 25 | 1 400 | 4 | 227.27 |
40 | 28 | 70 | 25 | 1 200 | 6 | 228.62 |
41 | 28 | 75 | 25 | 1 600 | 8 | 241.14 |
42 | 28 | 75 | 20 | 1 600 | 6 | 234.83 |
43 | 28 | 75 | 25 | 1 400 | 6 | 242.64 |
44 | 26 | 75 | 30 | 1 400 | 6 | 223.85 |
45 | 28 | 75 | 20 | 1 200 | 6 | 233.63 |
46 | 28 | 80 | 30 | 1 400 | 6 | 232.63 |
项目 Item | 平方和 Sum square | 自由度 Degrees of freedom | 均方 Mean square | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 model | 2 254.442 000 | 20 | 112.722 100 | 120.408 700 | <0.000 1 |
x1 | 41.538 020 | 1 | 41.538 020 | 44.370 540 | <0.000 1 |
x2 | 9.317 756 | 1 | 9.317 756 | 9.953 142 | 0.004 1 |
x3 | 11.088 900 | 1 | 11.088 900 | 11.845 060 | 0.002 0 |
x4 | 62.568 100 | 1 | 62.568 100 | 66.834 670 | <0.000 1 |
x5 | 7.466 556 | 1 | 7.466 556 | 7.975 707 | 0.009 2 |
x1x2 | 0.000 000 | 1 | 0.000 000 | 0.000 000 | 1.000 0 |
x1x3 | 1.452 025 | 1 | 1.452 025 | 1.551 040 | 0.224 5 |
x1x4 | 0.065 025 | 1 | 0.065 025 | 0.069 459 | 0.794 3 |
x1x5 | 0.062 500 | 1 | 0.062 500 | 0.066 762 | 0.798 2 |
x2x3 | 0.422 500 | 1 | 0.422 500 | 0.451 311 | 0.507 9 |
x2x4 | 7.290 000 | 1 | 7.290 000 | 7.787 111 | 0.009 9 |
x2x5 | 8.094 025 | 1 | 8.094 025 | 8.645 963 | 0.007 0 |
x3x4 | 3.240 000 | 1 | 3.240 000 | 3.460 938 | 0.074 6 |
x3x5 | 0.245 025 | 1 | 0.245 025 | 0.261 733 | 0.613 4 |
x4x5 | 14.100 030 | 1 | 14.100 030 | 15.061 520 | 0.000 7 |
x12 | 1 881.015 000 | 1 | 1 881.015 000 | 2 009.283 000 | <0.000 1 |
x22 | 366.673 800 | 1 | 366.673 800 | 391.677 600 | <0.000 1 |
x32 | 107.278 500 | 1 | 107.278 500 | 114.593 900 | <0.000 1 |
x42 | 427.560 000 | 1 | 427.560 000 | 456.715 700 | <0.000 1 |
x52 | 43.084 180 | 1 | 43.084 180 | 46.022 120 | <0.000 1 |
残差 Residual | 23.404 060 | 25 | 0.936 162 | ||
失拟项 Lack of fit | 21.770 730 | 20 | 1.088 536 | 3.332 254 | 0.093 0 |
纯误差 Pure error | 1.633 333 | 5 | 0.326 667 | ||
总和 Sum | 2 277.846 000 | 45 |
Table 7 Regression equation analysis of variance
项目 Item | 平方和 Sum square | 自由度 Degrees of freedom | 均方 Mean square | F值 F value | P值 P value |
---|---|---|---|---|---|
模型 model | 2 254.442 000 | 20 | 112.722 100 | 120.408 700 | <0.000 1 |
x1 | 41.538 020 | 1 | 41.538 020 | 44.370 540 | <0.000 1 |
x2 | 9.317 756 | 1 | 9.317 756 | 9.953 142 | 0.004 1 |
x3 | 11.088 900 | 1 | 11.088 900 | 11.845 060 | 0.002 0 |
x4 | 62.568 100 | 1 | 62.568 100 | 66.834 670 | <0.000 1 |
x5 | 7.466 556 | 1 | 7.466 556 | 7.975 707 | 0.009 2 |
x1x2 | 0.000 000 | 1 | 0.000 000 | 0.000 000 | 1.000 0 |
x1x3 | 1.452 025 | 1 | 1.452 025 | 1.551 040 | 0.224 5 |
x1x4 | 0.065 025 | 1 | 0.065 025 | 0.069 459 | 0.794 3 |
x1x5 | 0.062 500 | 1 | 0.062 500 | 0.066 762 | 0.798 2 |
x2x3 | 0.422 500 | 1 | 0.422 500 | 0.451 311 | 0.507 9 |
x2x4 | 7.290 000 | 1 | 7.290 000 | 7.787 111 | 0.009 9 |
x2x5 | 8.094 025 | 1 | 8.094 025 | 8.645 963 | 0.007 0 |
x3x4 | 3.240 000 | 1 | 3.240 000 | 3.460 938 | 0.074 6 |
x3x5 | 0.245 025 | 1 | 0.245 025 | 0.261 733 | 0.613 4 |
x4x5 | 14.100 030 | 1 | 14.100 030 | 15.061 520 | 0.000 7 |
x12 | 1 881.015 000 | 1 | 1 881.015 000 | 2 009.283 000 | <0.000 1 |
x22 | 366.673 800 | 1 | 366.673 800 | 391.677 600 | <0.000 1 |
x32 | 107.278 500 | 1 | 107.278 500 | 114.593 900 | <0.000 1 |
x42 | 427.560 000 | 1 | 427.560 000 | 456.715 700 | <0.000 1 |
x52 | 43.084 180 | 1 | 43.084 180 | 46.022 120 | <0.000 1 |
残差 Residual | 23.404 060 | 25 | 0.936 162 | ||
失拟项 Lack of fit | 21.770 730 | 20 | 1.088 536 | 3.332 254 | 0.093 0 |
纯误差 Pure error | 1.633 333 | 5 | 0.326 667 | ||
总和 Sum | 2 277.846 000 | 45 |
试验号 Test number | x1环境温度 Ambient temperature/℃ | x2:处理料含水量 Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|
1 | 28 | 75 | 20 | 1 400 | 4 | 236.84 |
2 | 28 | 80 | 25 | 1 400 | 4 | 238.03 |
3 | 28 | 75 | 30 | 1 400 | 4 | 236.03 |
4 | 28 | 75 | 25 | 1 400 | 6 | 242.94 |
5 | 30 | 75 | 25 | 1 400 | 8 | 228.57 |
6 | 30 | 70 | 25 | 1 400 | 6 | 223.58 |
7 | 28 | 75 | 25 | 1 600 | 4 | 234.73 |
8 | 28 | 80 | 20 | 1 400 | 6 | 234.53 |
9 | 28 | 75 | 25 | 1 200 | 4 | 232.33 |
10 | 28 | 70 | 20 | 1 400 | 6 | 233.73 |
11 | 28 | 70 | 30 | 1 400 | 6 | 233.13 |
12 | 30 | 75 | 25 | 1 200 | 6 | 221.58 |
13 | 26 | 75 | 25 | 1 400 | 4 | 224.35 |
14 | 28 | 80 | 25 | 1 600 | 6 | 233.33 |
15 | 28 | 80 | 25 | 1 400 | 8 | 235.44 |
16 | 30 | 80 | 25 | 1 400 | 6 | 224.48 |
17 | 28 | 75 | 30 | 1 600 | 6 | 234.33 |
18 | 28 | 75 | 25 | 1 400 | 6 | 243.04 |
19 | 28 | 75 | 25 | 1 400 | 6 | 243.74 |
20 | 26 | 75 | 25 | 1 200 | 6 | 217.85 |
21 | 28 | 75 | 30 | 1 200 | 6 | 229.53 |
22 | 26 | 70 | 25 | 1 400 | 6 | 220.46 |
23 | 28 | 80 | 25 | 1 200 | 6 | 227.42 |
24 | 26 | 75 | 25 | 1 400 | 8 | 225.15 |
25 | 26 | 75 | 25 | 1 600 | 6 | 221.56 |
26 | 30 | 75 | 20 | 1 400 | 6 | 228.78 |
27 | 28 | 70 | 25 | 1 400 | 8 | 234.73 |
28 | 28 | 75 | 25 | 1 400 | 6 | 243.34 |
29 | 28 | 75 | 20 | 1 400 | 8 | 238.84 |
30 | 30 | 75 | 30 | 1 400 | 6 | 225.77 |
31 | 28 | 75 | 25 | 1 200 | 8 | 231.23 |
32 | 28 | 70 | 25 | 1 600 | 6 | 229.13 |
Table 6 BB test results
试验号 Test number | x1环境温度 Ambient temperature/℃ | x2:处理料含水量 Moisture content of treated material/% | x3:日投料量 Daily materials added/g | x4:投放空间 Living space/cm3 | x5:起始虫龄 Initial larva age/d | Y:幼虫产量Larvae yield/g |
---|---|---|---|---|---|---|
1 | 28 | 75 | 20 | 1 400 | 4 | 236.84 |
2 | 28 | 80 | 25 | 1 400 | 4 | 238.03 |
3 | 28 | 75 | 30 | 1 400 | 4 | 236.03 |
4 | 28 | 75 | 25 | 1 400 | 6 | 242.94 |
5 | 30 | 75 | 25 | 1 400 | 8 | 228.57 |
6 | 30 | 70 | 25 | 1 400 | 6 | 223.58 |
7 | 28 | 75 | 25 | 1 600 | 4 | 234.73 |
8 | 28 | 80 | 20 | 1 400 | 6 | 234.53 |
9 | 28 | 75 | 25 | 1 200 | 4 | 232.33 |
10 | 28 | 70 | 20 | 1 400 | 6 | 233.73 |
11 | 28 | 70 | 30 | 1 400 | 6 | 233.13 |
12 | 30 | 75 | 25 | 1 200 | 6 | 221.58 |
13 | 26 | 75 | 25 | 1 400 | 4 | 224.35 |
14 | 28 | 80 | 25 | 1 600 | 6 | 233.33 |
15 | 28 | 80 | 25 | 1 400 | 8 | 235.44 |
16 | 30 | 80 | 25 | 1 400 | 6 | 224.48 |
17 | 28 | 75 | 30 | 1 600 | 6 | 234.33 |
18 | 28 | 75 | 25 | 1 400 | 6 | 243.04 |
19 | 28 | 75 | 25 | 1 400 | 6 | 243.74 |
20 | 26 | 75 | 25 | 1 200 | 6 | 217.85 |
21 | 28 | 75 | 30 | 1 200 | 6 | 229.53 |
22 | 26 | 70 | 25 | 1 400 | 6 | 220.46 |
23 | 28 | 80 | 25 | 1 200 | 6 | 227.42 |
24 | 26 | 75 | 25 | 1 400 | 8 | 225.15 |
25 | 26 | 75 | 25 | 1 600 | 6 | 221.56 |
26 | 30 | 75 | 20 | 1 400 | 6 | 228.78 |
27 | 28 | 70 | 25 | 1 400 | 8 | 234.73 |
28 | 28 | 75 | 25 | 1 400 | 6 | 243.34 |
29 | 28 | 75 | 20 | 1 400 | 8 | 238.84 |
30 | 30 | 75 | 30 | 1 400 | 6 | 225.77 |
31 | 28 | 75 | 25 | 1 200 | 8 | 231.23 |
32 | 28 | 70 | 25 | 1 600 | 6 | 229.13 |
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