研究文章
进化的水土流失预测观察到在侵蚀流域暴雨参数用遗传规划
|
| 降雨量(P) |
动能(EK) |
降雨强度(我) |
沟头推进(E) |
土壤分离(D) |
考虑土壤分离(Df) |
径流(R) |
径流率(Rr) |
土壤流失(l) |
| 毫米 |
J / m2/毫米 |
毫米/小时 |
米 |
g / m2 |
g / m2 |
升 |
米3/秒 |
公斤/米2 |
|
| 训练集 |
| 13.5 |
30.4 |
25.2 |
45.3 |
9.5 |
9.6 |
32.8 |
6.8 |
36.0 |
| 15.6 |
32.5 |
61.2 |
46.7 |
17.2 |
17.4 |
33.0 |
6.8 |
13.0 |
| 32.1 |
37.7 |
43.6 |
53.9 |
18.3 |
18.5 |
39.5 |
8.3 |
56.0 |
| 8.5 |
23.7 |
7.1 |
41.3 |
5.9 |
6.0 |
16.5 |
3.2 |
48.0 |
| 22.3 |
35.4 |
26.4 |
50.1 |
13.6 |
13.8 |
43.5 |
9.4 |
57.0 |
| 17.7 |
33.3 |
34.9 |
47.9 |
11.3 |
11.4 |
41.9 |
9.0 |
45.0 |
| 12.3 |
29.2 |
48.4 |
44.5 |
19.2 |
19.4 |
32.0 |
6.5 |
50.0 |
| 37.7 |
38.8 |
43.6 |
55.7 |
13.2 |
13.3 |
48.5 |
10.1 |
104.0 |
| 19.7 |
34.3 |
48.3 |
48.9 |
18.6 |
18.8 |
42.2 |
9.0 |
15.0 |
| 14.9 |
31.5 |
49.6 |
46.3 |
16.8 |
17.0 |
42.2 |
9.0 |
29.0 |
| 12.7 |
29.6 |
49.6 |
44.8 |
5.9 |
6.0 |
33.0 |
6.8 |
50.0 |
| 16.8 |
32.6 |
66.8 |
47.4 |
6.6 |
6.7 |
32.3 |
6.8 |
8.5 |
| 6.9 |
20.0 |
6.7 |
39.7 |
7.9 |
8.0 |
21.2 |
4.3 |
20.0 |
| 8.4 |
23.5 |
13.9 |
41.2 |
10.3 |
10.4 |
31.6 |
6.8 |
42.0 |
| 13.2 |
30.0 |
9.0 |
45.1 |
8.2 |
8.4 |
53.0 |
13.3 |
56.0 |
| 30.5 |
37.9 |
30.5 |
53.4 |
15.9 |
16.1 |
64.2 |
16.2 |
50.0 |
| 6.8 |
19.9 |
16.9 |
39.5 |
16.9 |
17.2 |
15.5 |
4.0 |
110.0 |
| 14.1 |
32.0 |
61.0 |
45.7 |
5.4 |
5.5 |
53.0 |
13.3 |
50.0 |
| 13.0 |
30.2 |
55.9 |
45.0 |
7.3 |
7.4 |
55.0 |
14.0 |
13.0 |
| 24.4 |
36.4 |
45.7 |
51.0 |
20.3 |
20.7 |
58.0 |
14.8 |
60.0 |
| 16.6 |
33.0 |
53.4 |
47.3 |
10.5 |
10.7 |
53.0 |
13.3 |
70.0 |
| 15.7 |
32.4 |
16.5 |
46.7 |
12.5 |
12.8 |
61.0 |
15.5 |
40.0 |
| 22.0 |
35.6 |
30.5 |
50.0 |
13.9 |
14.2 |
63.0 |
15.8 |
25.0 |
| 32.6 |
38.3 |
30.5 |
54.1 |
13.9 |
14.2 |
65.0 |
16.6 |
96.0 |
| 13.1 |
30.3 |
9.3 |
45.0 |
18.6 |
19.0 |
51.0 |
13.0 |
52.0 |
| 19.5 |
34.5 |
12.2 |
48.8 |
8.6 |
8.8 |
55.0 |
14.0 |
15.0 |
| 5.1 |
14.0 |
33.0 |
37.3 |
4.6 |
4.7 |
14.0 |
3.5 |
27.0 |
| 18.8 |
34.2 |
58.4 |
48.5 |
9.1 |
9.3 |
55.0 |
14.0 |
52.0 |
| 8.8 |
24.6 |
2.0 |
41.6 |
6.2 |
6.4 |
35.0 |
9.0 |
45.0 |
| 6.6 |
19.4 |
30.5 |
39.3 |
6.9 |
7.1 |
42.0 |
10.4 |
30.0 |
| 15.2 |
32.0 |
33.0 |
46.4 |
5.6 |
5.8 |
43.0 |
10.8 |
20.0 |
| 13.2 |
30.4 |
61.0 |
45.1 |
7.0 |
7.2 |
35.0 |
9.0 |
40.0 |
|
| 验证设置 |
| 14.7 |
31.6 |
61.0 |
46.1 |
3.7 |
3.7 |
38.0 |
9.7 |
28.0 |
| 46.0 |
39.7 |
23.0 |
57.9 |
13.1 |
13.3 |
68.5 |
7.9 |
50.0 |
| 15.0 |
31.6 |
18.0 |
46.3 |
5.3 |
5.4 |
43.0 |
10.8 |
40.0 |
| 16.0 |
32.3 |
24.0 |
46.9 |
7.6 |
7.8 |
29.0 |
7.2 |
20.0 |
| 15.0 |
31.6 |
45.0 |
46.3 |
3.5 |
3.6 |
20.5 |
5.0 |
23.0 |
| 40.0 |
39.1 |
40.0 |
56.3 |
9.4 |
9.6 |
60.0 |
15.1 |
73.0 |
| 35.0 |
38.4 |
48.8 |
54.9 |
8.5 |
8.7 |
60.0 |
15.1 |
92.0 |
| 20.0 |
34.5 |
40.0 |
49.1 |
10.8 |
11.0 |
69.5 |
17.6 |
100.0 |
| 23.0 |
35.6 |
24.6 |
50.4 |
19.2 |
19.5 |
39.5 |
10.1 |
40.0 |
| 14.0 |
30.8 |
10.5 |
45.7 |
2.2 |
2.2 |
27.0 |
6.8 |
20.0 |
| 43.0 |
39.5 |
41.6 |
57.2 |
8.8 |
9.0 |
64.0 |
16.2 |
43.0 |
| 39.0 |
39.0 |
45.0 |
56.1 |
9.7 |
9.9 |
40.0 |
10.1 |
54.0 |
| 16.0 |
32.3 |
16.3 |
46.9 |
8.2 |
8.4 |
59.5 |
15.1 |
65.0 |
| 15.0 |
31.6 |
19.6 |
46.3 |
9.8 |
10.0 |
46.5 |
11.9 |
56.0 |
| 8.0 |
22.7 |
13.7 |
40.8 |
4.4 |
4.5 |
60.0 |
15.1 |
10.0 |
| 10.0 |
26.3 |
8.6 |
42.7 |
3.1 |
3.2 |
3.2 |
7.9 |
20.0 |
|
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