Table 1 Show the rate of differentiation measured by CCD experiment and that predicted using ANN.
No. | Y1 | Y2 | Y3 | Y4 | The rate of differentiation (P, %) | |
---|---|---|---|---|---|---|
Actual values | Predicted values | |||||
1 | −1 | −1 | −1 | −1 | 83.21 | 82.89 |
2 | −1 | −1 | −1 | 1 | 80.37 | 80.26 |
3 | −1 | −1 | 1 | −1 | 76.53 | 77.35 |
4 | −1 | −1 | 1 | 1 | 74.82 | 76.15 |
5 | −1 | 1 | −1 | −1 | 80.15 | 81.83 |
6 | −1 | 1 | −1 | 1 | 76.38 | 76.28 |
7 | −1 | 1 | 1 | −1 | 73.75 | 73.66 |
8 | −1 | 1 | 1 | 1 | 69.85 | 69.88 |
9 | 1 | −1 | −1 | −1 | 87.82 | 87.35 |
10 | 1 | −1 | −1 | 1 | 85.38 | 82.54 |
11 | 1 | −1 | 1 | −1 | 83.34 | 83.23 |
12 | 1 | −1 | 1 | 1 | 80.52 | 79.97 |
13 | 1 | 1 | −1 | −1 | 85.5 | 85.62 |
14 | 1 | 1 | −1 | 1 | 82.99 | 81.63 |
15 | 1 | 1 | 1 | −1 | 80.33 | 80.85 |
16 | 1 | 1 | 1 | 1 | 76.51 | 76.74 |
17 | −2 | 0 | 0 | 0 | 76.29 | 75.87 |
18 | 2 | 0 | 0 | 0 | 78.52 | 80.11 |
19 | 0 | −2 | 0 | 0 | 82.59 | 84.84 |
20 | 0 | 2 | 0 | 0 | 78.38 | 79.83 |
21 | 0 | 0 | −2 | 0 | 78.43 | 81.47 |
22 | 0 | 0 | 2 | 0 | 71.87 | 71.38 |
23 | 0 | 0 | 0 | −2 | 80.26 | 79.69 |
24 | 0 | 0 | 0 | 2 | 76.37 | 76.19 |
25 | 0 | 0 | 0 | 0 | 82.98 | 83.16 |
26 | 0 | 0 | 0 | 0 | 83.25 | 83.16 |
27 | 0 | 0 | 0 | 0 | 83.06 | 83.16 |
28 | 0 | 0 | 0 | 0 | 83.32 | 83.16 |
29 | 0 | 0 | 0 | 0 | 82.65 | 83.16 |
30 | 0 | 0 | 0 | 0 | 83.29 | 83.16 |
31 | 0 | 0 | 0 | 0 | 83.37 | 83.16 |
RMSE | 0.0108 | |||||
R2 | 0.9637 |