Journal of Northeastern University(Natural Science) ›› 2024, Vol. 45 ›› Issue (11): 1645-1655.DOI: 10.12068/j.issn.1005-3026.2024.11.016
• Resources & Civil Engineering • Previous Articles Next Articles
Jian QIU1, Wen ZHAO1(), Bo LU1, Xu SUN2
Received:
2023-06-16
Online:
2024-11-15
Published:
2025-02-24
Contact:
Wen ZHAO
About author:
ZHAO Wen, E-mail: wenneu@163.comCLC Number:
Jian QIU, Wen ZHAO, Bo LU, Xu SUN. Ground Deformation Characteristics and Parameter Optimization of Metro Stations Constructed by Novel Pipe Roofing Method[J]. Journal of Northeastern University(Natural Science), 2024, 45(11): 1645-1655.
名称 | 密度 | 弹性模量 | 泊松比 | 黏聚力c | 内摩擦角φ |
---|---|---|---|---|---|
kg·m-3 | MPa | kPa | (°) | ||
杂填土 | 1 900 | 15.0 | 0.28 | 4.0 | 26.0 |
中粗砂 | 1 930 | 15.5 | 0.28 | 2.0 | 35.0 |
圆砾 | 2 050 | 27.0 | 0.25 | 2.0 | 34.0 |
砾砂 | 1 960 | 26.6 | 0.29 | 2.0 | 36.7 |
管幕 | 2 800 | 55 200 | 0.25 | — | — |
顶板 | 2 500 | 30 000 | 0.20 | — | — |
边桩 | 2 500 | 30 000 | 0.25 | — | — |
中柱 | 2 500 | 38 000 | 0.25 | — | — |
初期支护 | 2 300 | 28 000 | 0.20 | — | — |
二衬 | 2 400 | 30 000 | 0.20 | — | — |
Table 1 Main parameters of soil and station
名称 | 密度 | 弹性模量 | 泊松比 | 黏聚力c | 内摩擦角φ |
---|---|---|---|---|---|
kg·m-3 | MPa | kPa | (°) | ||
杂填土 | 1 900 | 15.0 | 0.28 | 4.0 | 26.0 |
中粗砂 | 1 930 | 15.5 | 0.28 | 2.0 | 35.0 |
圆砾 | 2 050 | 27.0 | 0.25 | 2.0 | 34.0 |
砾砂 | 1 960 | 26.6 | 0.29 | 2.0 | 36.7 |
管幕 | 2 800 | 55 200 | 0.25 | — | — |
顶板 | 2 500 | 30 000 | 0.20 | — | — |
边桩 | 2 500 | 30 000 | 0.25 | — | — |
中柱 | 2 500 | 38 000 | 0.25 | — | — |
初期支护 | 2 300 | 28 000 | 0.20 | — | — |
二衬 | 2 400 | 30 000 | 0.20 | — | — |
水平 | x1/mm | x2/mm | x3/mm | x4 | x5 |
---|---|---|---|---|---|
1 | 300 | 600 | 10 | C30 | Q235 |
2 | 400 | 650 | 12 | C35 | Q335 |
3 | 457 | 700 | 14 | C40 | Q345 |
4 | 500 | 750 | 16 | C50 | Q390 |
5 | 600 | 800 | 18 | C55 | Q420 |
Table 2 Five factors and five levels
水平 | x1/mm | x2/mm | x3/mm | x4 | x5 |
---|---|---|---|---|---|
1 | 300 | 600 | 10 | C30 | Q235 |
2 | 400 | 650 | 12 | C35 | Q335 |
3 | 457 | 700 | 14 | C40 | Q345 |
4 | 500 | 750 | 16 | C50 | Q390 |
5 | 600 | 800 | 18 | C55 | Q420 |
序号 | x1/mm | x2/mm | x3/mm | x4 | x5 | y1/mm | y2/mm | y3/(MN·m2) | y4/万元 |
---|---|---|---|---|---|---|---|---|---|
1 | 300 | 600 | 10 | C30 | Q235 | 36.74 | 6.90 | 21.07 | 8.43 |
2 | 300 | 650 | 12 | C35 | Q335 | 35.37 | 6.92 | 24.60 | 8.89 |
3 | 300 | 700 | 14 | C40 | Q345 | 33.64 | 6.56 | 28.42 | 9.34 |
4 | 300 | 750 | 16 | C50 | Q390 | 34.94 | 6.32 | 32.58 | 10.77 |
5 | 300 | 800 | 18 | C55 | Q420 | 33.81 | 6.28 | 36.38 | 11.38 |
6 | 400 | 600 | 12 | C40 | Q390 | 29.53 | 7.51 | 64.31 | 12.51 |
7 | 400 | 650 | 14 | C50 | Q420 | 28.63 | 7.43 | 74.74 | 14.43 |
8 | 400 | 700 | 16 | C55 | Q235 | 27.89 | 7.29 | 78.92 | 14.98 |
9 | 400 | 750 | 18 | C30 | Q335 | 29.49 | 7.76 | 85.11 | 11.42 |
10 | 400 | 800 | 10 | C35 | Q345 | 29.51 | 6.95 | 53.79 | 11.77 |
11 | 457 | 600 | 14 | C55 | Q335 | 29.09 | 8.39 | 108.73 | 17.17 |
12 | 457 | 650 | 16 | C30 | Q345 | 26.38 | 8.70 | 120.18 | 13.09 |
13 | 457 | 700 | 18 | C35 | Q390 | 25.69 | 7.92 | 136.48 | 13.79 |
14 | 457 | 750 | 10 | C40 | Q420 | 26.86 | 7.55 | 85.80 | 14.19 |
15 | 457 | 800 | 12 | C50 | Q235 | 26.94 | 6.90 | 95.58 | 16.22 |
16 | 500 | 600 | 16 | C50 | Q420 | 23.83 | 8.64 | 169.64 | 18.13 |
17 | 500 | 650 | 18 | C55 | Q235 | 24.47 | 8.47 | 177.20 | 18.77 |
18 | 500 | 700 | 10 | C30 | Q335 | 23.73 | 8.03 | 106.60 | 14.03 |
19 | 500 | 750 | 12 | C35 | Q345 | 24.84 | 8.48 | 126.98 | 14.80 |
20 | 500 | 800 | 14 | C40 | Q390 | 24.72 | 7.49 | 148.34 | 15.59 |
21 | 600 | 600 | 18 | C35 | Q345 | 19.46 | 10.05 | 316.38 | 18.15 |
22 | 600 | 650 | 10 | C40 | Q390 | 19.52 | 8.96 | 201.42 | 18.64 |
23 | 600 | 700 | 12 | C50 | Q420 | 19.32 | 9.21 | 240.08 | 21.54 |
24 | 600 | 750 | 14 | C55 | Q235 | 19.34 | 9.06 | 260.18 | 22.44 |
25 | 600 | 800 | 16 | C30 | Q335 | 20.31 | 8.78 | 280.32 | 17.02 |
Table 3 Calculation results of orthogonal test and evaluation index
序号 | x1/mm | x2/mm | x3/mm | x4 | x5 | y1/mm | y2/mm | y3/(MN·m2) | y4/万元 |
---|---|---|---|---|---|---|---|---|---|
1 | 300 | 600 | 10 | C30 | Q235 | 36.74 | 6.90 | 21.07 | 8.43 |
2 | 300 | 650 | 12 | C35 | Q335 | 35.37 | 6.92 | 24.60 | 8.89 |
3 | 300 | 700 | 14 | C40 | Q345 | 33.64 | 6.56 | 28.42 | 9.34 |
4 | 300 | 750 | 16 | C50 | Q390 | 34.94 | 6.32 | 32.58 | 10.77 |
5 | 300 | 800 | 18 | C55 | Q420 | 33.81 | 6.28 | 36.38 | 11.38 |
6 | 400 | 600 | 12 | C40 | Q390 | 29.53 | 7.51 | 64.31 | 12.51 |
7 | 400 | 650 | 14 | C50 | Q420 | 28.63 | 7.43 | 74.74 | 14.43 |
8 | 400 | 700 | 16 | C55 | Q235 | 27.89 | 7.29 | 78.92 | 14.98 |
9 | 400 | 750 | 18 | C30 | Q335 | 29.49 | 7.76 | 85.11 | 11.42 |
10 | 400 | 800 | 10 | C35 | Q345 | 29.51 | 6.95 | 53.79 | 11.77 |
11 | 457 | 600 | 14 | C55 | Q335 | 29.09 | 8.39 | 108.73 | 17.17 |
12 | 457 | 650 | 16 | C30 | Q345 | 26.38 | 8.70 | 120.18 | 13.09 |
13 | 457 | 700 | 18 | C35 | Q390 | 25.69 | 7.92 | 136.48 | 13.79 |
14 | 457 | 750 | 10 | C40 | Q420 | 26.86 | 7.55 | 85.80 | 14.19 |
15 | 457 | 800 | 12 | C50 | Q235 | 26.94 | 6.90 | 95.58 | 16.22 |
16 | 500 | 600 | 16 | C50 | Q420 | 23.83 | 8.64 | 169.64 | 18.13 |
17 | 500 | 650 | 18 | C55 | Q235 | 24.47 | 8.47 | 177.20 | 18.77 |
18 | 500 | 700 | 10 | C30 | Q335 | 23.73 | 8.03 | 106.60 | 14.03 |
19 | 500 | 750 | 12 | C35 | Q345 | 24.84 | 8.48 | 126.98 | 14.80 |
20 | 500 | 800 | 14 | C40 | Q390 | 24.72 | 7.49 | 148.34 | 15.59 |
21 | 600 | 600 | 18 | C35 | Q345 | 19.46 | 10.05 | 316.38 | 18.15 |
22 | 600 | 650 | 10 | C40 | Q390 | 19.52 | 8.96 | 201.42 | 18.64 |
23 | 600 | 700 | 12 | C50 | Q420 | 19.32 | 9.21 | 240.08 | 21.54 |
24 | 600 | 750 | 14 | C55 | Q235 | 19.34 | 9.06 | 260.18 | 22.44 |
25 | 600 | 800 | 16 | C30 | Q335 | 20.31 | 8.78 | 280.32 | 17.02 |
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 174.49 | 138.70 | 136.16 | 136.64 | 136.34 |
2 | 145.05 | 134.16 | 135.89 | 134.80 | 137.98 |
3 | 134.96 | 130.27 | 131.12 | 128.81 | 133.75 |
4 | 121.57 | 136.32 | 133.34 | 133.67 | 128.95 |
5 | 97.95 | 130.03 | 132.97 | 135.56 | 132.45 |
Q | 15.31 | 1.74 | 1.01 | 1.57 | 1.81 |
占比/% | 71.45 | 8.10 | 4.70 | 7.31 | 8.44 |
Table 4 Results of the range analysis of y1
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 174.49 | 138.70 | 136.16 | 136.64 | 136.34 |
2 | 145.05 | 134.16 | 135.89 | 134.80 | 137.98 |
3 | 134.96 | 130.27 | 131.12 | 128.81 | 133.75 |
4 | 121.57 | 136.32 | 133.34 | 133.67 | 128.95 |
5 | 97.95 | 130.03 | 132.97 | 135.56 | 132.45 |
Q | 15.31 | 1.74 | 1.01 | 1.57 | 1.81 |
占比/% | 71.45 | 8.10 | 4.70 | 7.31 | 8.44 |
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 32.98 | 41.49 | 38.38 | 40.17 | 38.61 |
2 | 36.93 | 40.48 | 39.03 | 40.32 | 39.88 |
3 | 39.46 | 39.02 | 38.93 | 38.07 | 40.75 |
4 | 41.11 | 39.17 | 39.73 | 38.50 | 38.21 |
5 | 46.05 | 36.39 | 40.48 | 39.48 | 39.10 |
Q | 2.62 | 1.02 | 0.42 | 0.45 | 0.51 |
占比/% | 52.16 | 20.34 | 8.40 | 8.98 | 10.13 |
Table 5 Results of the range analysis of y2
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 32.98 | 41.49 | 38.38 | 40.17 | 38.61 |
2 | 36.93 | 40.48 | 39.03 | 40.32 | 39.88 |
3 | 39.46 | 39.02 | 38.93 | 38.07 | 40.75 |
4 | 41.11 | 39.17 | 39.73 | 38.50 | 38.21 |
5 | 46.05 | 36.39 | 40.48 | 39.48 | 39.10 |
Q | 2.62 | 1.02 | 0.42 | 0.45 | 0.51 |
占比/% | 52.16 | 20.34 | 8.40 | 8.98 | 10.13 |
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 143.06 | 680.13 | 468.67 | 613.28 | 632.96 |
2 | 356.87 | 598.15 | 551.55 | 658.23 | 605.36 |
3 | 546.76 | 590.51 | 620.42 | 528.30 | 645.75 |
4 | 728.76 | 590.65 | 681.64 | 612.62 | 583.13 |
5 | 1 298.38 | 614.41 | 751.56 | 661.42 | 606.64 |
Q | 231.06 | 17.92 | 56.58 | 26.62 | 12.52 |
占比/% | 67.03 | 5.20 | 16.41 | 7.72 | 3.63 |
Table 6 Results of the range analysis of y3
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 143.06 | 680.13 | 468.67 | 613.28 | 632.96 |
2 | 356.87 | 598.15 | 551.55 | 658.23 | 605.36 |
3 | 546.76 | 590.51 | 620.42 | 528.30 | 645.75 |
4 | 728.76 | 590.65 | 681.64 | 612.62 | 583.13 |
5 | 1 298.38 | 614.41 | 751.56 | 661.42 | 606.64 |
Q | 231.06 | 17.92 | 56.58 | 26.62 | 12.52 |
占比/% | 67.03 | 5.20 | 16.41 | 7.72 | 3.63 |
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 48.81 | 74.40 | 67.07 | 63.99 | 80.85 |
2 | 65.12 | 73.82 | 73.96 | 67.40 | 68.55 |
3 | 74.46 | 73.69 | 78.98 | 70.28 | 67.14 |
4 | 81.32 | 73.63 | 74.00 | 81.09 | 71.31 |
5 | 97.79 | 71.98 | 73.51 | 84.75 | 79.67 |
Q | 9.80 | 0.48 | 2.38 | 4.15 | 2.74 |
占比/% | 50.10 | 2.47 | 12.18 | 21.23 | 14.02 |
Table 7 Results of the range analysis of y4
水平 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
1 | 48.81 | 74.40 | 67.07 | 63.99 | 80.85 |
2 | 65.12 | 73.82 | 73.96 | 67.40 | 68.55 |
3 | 74.46 | 73.69 | 78.98 | 70.28 | 67.14 |
4 | 81.32 | 73.63 | 74.00 | 81.09 | 71.31 |
5 | 97.79 | 71.98 | 73.51 | 84.75 | 79.67 |
Q | 9.80 | 0.48 | 2.38 | 4.15 | 2.74 |
占比/% | 50.10 | 2.47 | 12.18 | 21.23 | 14.02 |
评价指标 | x1/mm | x2/mm | x3/mm | x4 | x5 |
---|---|---|---|---|---|
y1 | 600 | 800 | 14 | C40 | Q390 |
y2 | 400 | 800 | 10 | C40 | Q390 |
y3 | 600 | 600 | 18 | C35 | Q345 |
y4 | 400 | 800 | 10 | C30 | Q345 |
Table 8 Best parameter combination of each
评价指标 | x1/mm | x2/mm | x3/mm | x4 | x5 |
---|---|---|---|---|---|
y1 | 600 | 800 | 14 | C40 | Q390 |
y2 | 400 | 800 | 10 | C40 | Q390 |
y3 | 600 | 600 | 18 | C35 | Q345 |
y4 | 400 | 800 | 10 | C30 | Q345 |
序号 | y1 | y2 | y3 | y4 |
---|---|---|---|---|
1 | 0.000 | 0.836 | 0.000 | 1.000 |
2 | 0.079 | 0.830 | 0.012 | 0.967 |
3 | 0.178 | 0.924 | 0.025 | 0.935 |
4 | 0.103 | 0.988 | 0.039 | 0.833 |
5 | 0.168 | 1.000 | 0.052 | 0.790 |
6 | 0.414 | 0.673 | 0.146 | 0.709 |
7 | 0.466 | 0.696 | 0.182 | 0.572 |
8 | 0.508 | 0.733 | 0.196 | 0.532 |
9 | 0.416 | 0.606 | 0.217 | 0.787 |
10 | 0.415 | 0.823 | 0.111 | 0.762 |
11 | 0.439 | 0.440 | 0.297 | 0.376 |
12 | 0.595 | 0.356 | 0.336 | 0.668 |
13 | 0.634 | 0.564 | 0.391 | 0.617 |
14 | 0.567 | 0.664 | 0.219 | 0.589 |
15 | 0.563 | 0.836 | 0.252 | 0.444 |
16 | 0.741 | 0.373 | 0.503 | 0.308 |
17 | 0.705 | 0.419 | 0.529 | 0.262 |
18 | 0.747 | 0.536 | 0.290 | 0.600 |
19 | 0.683 | 0.415 | 0.359 | 0.546 |
20 | 0.690 | 0.678 | 0.431 | 0.489 |
21 | 0.992 | 0.000 | 1.000 | 0.307 |
22 | 0.989 | 0.289 | 0.611 | 0.271 |
23 | 1.000 | 0.221 | 0.742 | 0.065 |
24 | 0.999 | 0.263 | 0.810 | 0.000 |
25 | 0.943 | 0.338 | 0.878 | 0.387 |
Table 9 Fuzzy relationship matrix
序号 | y1 | y2 | y3 | y4 |
---|---|---|---|---|
1 | 0.000 | 0.836 | 0.000 | 1.000 |
2 | 0.079 | 0.830 | 0.012 | 0.967 |
3 | 0.178 | 0.924 | 0.025 | 0.935 |
4 | 0.103 | 0.988 | 0.039 | 0.833 |
5 | 0.168 | 1.000 | 0.052 | 0.790 |
6 | 0.414 | 0.673 | 0.146 | 0.709 |
7 | 0.466 | 0.696 | 0.182 | 0.572 |
8 | 0.508 | 0.733 | 0.196 | 0.532 |
9 | 0.416 | 0.606 | 0.217 | 0.787 |
10 | 0.415 | 0.823 | 0.111 | 0.762 |
11 | 0.439 | 0.440 | 0.297 | 0.376 |
12 | 0.595 | 0.356 | 0.336 | 0.668 |
13 | 0.634 | 0.564 | 0.391 | 0.617 |
14 | 0.567 | 0.664 | 0.219 | 0.589 |
15 | 0.563 | 0.836 | 0.252 | 0.444 |
16 | 0.741 | 0.373 | 0.503 | 0.308 |
17 | 0.705 | 0.419 | 0.529 | 0.262 |
18 | 0.747 | 0.536 | 0.290 | 0.600 |
19 | 0.683 | 0.415 | 0.359 | 0.546 |
20 | 0.690 | 0.678 | 0.431 | 0.489 |
21 | 0.992 | 0.000 | 1.000 | 0.307 |
22 | 0.989 | 0.289 | 0.611 | 0.271 |
23 | 1.000 | 0.221 | 0.742 | 0.065 |
24 | 0.999 | 0.263 | 0.810 | 0.000 |
25 | 0.943 | 0.338 | 0.878 | 0.387 |
i | ti | i | ti |
---|---|---|---|
1 | 0.509 | 14 | 0.559 |
2 | 0.525 | 15 | 0.569 |
3 | 0.577 | 16 | 0.491 |
4 | 0.543 | 17 | 0.482 |
5 | 0.557 | 18 | 0.595 |
6 | 0.536 | 19 | 0.533 |
7 | 0.526 | 20 | 0.601 |
8 | 0.541 | 21 | 0.528 |
9 | 0.548 | 22 | 0.552 |
10 | 0.589 | 23 | 0.495 |
11 | 0.405 | 24 | 0.496 |
12 | 0.519 | 25 | 0.614 |
13 | 0.582 |
Table 10 Membership ti of fuzzy comprehensive
i | ti | i | ti |
---|---|---|---|
1 | 0.509 | 14 | 0.559 |
2 | 0.525 | 15 | 0.569 |
3 | 0.577 | 16 | 0.491 |
4 | 0.543 | 17 | 0.482 |
5 | 0.557 | 18 | 0.595 |
6 | 0.536 | 19 | 0.533 |
7 | 0.526 | 20 | 0.601 |
8 | 0.541 | 21 | 0.528 |
9 | 0.548 | 22 | 0.552 |
10 | 0.589 | 23 | 0.495 |
11 | 0.405 | 24 | 0.496 |
12 | 0.519 | 25 | 0.614 |
13 | 0.582 |
隶属度之和 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
Σgi1 | 2.711 | 2.470 | 2.803 | 2.784 | 2.597 |
Σgi2 | 2.740 | 2.604 | 2.659 | 2.757 | 2.687 |
Σgi3 | 2.634 | 2.789 | 2.605 | 2.825 | 2.745 |
Σgi4 | 2.702 | 2.680 | 2.708 | 2.625 | 2.814 |
Σgi5 | 2.685 | 2.930 | 2.698 | 2.482 | 2.629 |
maxΣgij | Σg12 | Σg25 | Σg31 | Σg43 | Σg54 |
Q | 0.021 | 0.092 | 0.040 | 0.069 | 0.043 |
占比/% | 7.94 | 34.76 | 14.98 | 25.94 | 16.37 |
Table 11 Analysis of the range of membership in fuzzy comprehensive evaluation
隶属度之和 | x1 | x2 | x3 | x4 | x5 |
---|---|---|---|---|---|
Σgi1 | 2.711 | 2.470 | 2.803 | 2.784 | 2.597 |
Σgi2 | 2.740 | 2.604 | 2.659 | 2.757 | 2.687 |
Σgi3 | 2.634 | 2.789 | 2.605 | 2.825 | 2.745 |
Σgi4 | 2.702 | 2.680 | 2.708 | 2.625 | 2.814 |
Σgi5 | 2.685 | 2.930 | 2.698 | 2.482 | 2.629 |
maxΣgij | Σg12 | Σg25 | Σg31 | Σg43 | Σg54 |
Q | 0.021 | 0.092 | 0.040 | 0.069 | 0.043 |
占比/% | 7.94 | 34.76 | 14.98 | 25.94 | 16.37 |
评价指标 | y1/mm | y2/mm | y3/(MN·m2) | y4/万元 |
---|---|---|---|---|
组合1 | 20.309 | 8.775 | 280.317 | 17.023 |
组合2 | 27.116 | 8.597 | 118.153 | 13.161 |
组合3 | 29.386 | 6.249 | 55.354 | 12.369 |
Table 12 Calculation results of optimal combination
评价指标 | y1/mm | y2/mm | y3/(MN·m2) | y4/万元 |
---|---|---|---|---|
组合1 | 20.309 | 8.775 | 280.317 | 17.023 |
组合2 | 27.116 | 8.597 | 118.153 | 13.161 |
组合3 | 29.386 | 6.249 | 55.354 | 12.369 |
i | ti | i | ti |
---|---|---|---|
1 | 0.507 | 14 | 0.558 |
2 | 0.523 | 15 | 0.567 |
3 | 0.575 | 16 | 0.491 |
4 | 0.541 | 17 | 0.481 |
5 | 0.555 | 18 | 0.593 |
6 | 0.535 | 19 | 0.532 |
7 | 0.524 | 20 | 0.600 |
8 | 0.539 | 21 | 0.528 |
9 | 0.547 | 22 | 0.551 |
10 | 0.587 | 23 | 0.495 |
11 | 0.404 | 24 | 0.496 |
12 | 0.518 | 25 | 0.613 |
13 | 0.581 | 组合3 | 0.629 |
Table 13 Membership ti of fuzzy comprehensive
i | ti | i | ti |
---|---|---|---|
1 | 0.507 | 14 | 0.558 |
2 | 0.523 | 15 | 0.567 |
3 | 0.575 | 16 | 0.491 |
4 | 0.541 | 17 | 0.481 |
5 | 0.555 | 18 | 0.593 |
6 | 0.535 | 19 | 0.532 |
7 | 0.524 | 20 | 0.600 |
8 | 0.539 | 21 | 0.528 |
9 | 0.547 | 22 | 0.551 |
10 | 0.587 | 23 | 0.495 |
11 | 0.404 | 24 | 0.496 |
12 | 0.518 | 25 | 0.613 |
13 | 0.581 | 组合3 | 0.629 |
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