Research Article
Research on the Concentration Prediction of Nitrogen in Red Tide Based on an Optimal Grey Verhulst Model
Table 7
Accuracy comparison of GVM, BPGVM, and BRGVM models.
| Measured raw data | GVM | BPGVM | BRGVM | Prediction value | The relative error (%) | Prediction value | The relative error (%) | Prediction value | The relative error (%) |
| 28 | 28 | 0 | 27.2 | −3.6 | 26.3 | −7.1 | 30 | 33.4 | 11.3 | 33.1 | 10.3 | 33.6 | 12 | 32 | 39.2 | 22.5 | 38.7 | 20.9 | 35.4 | 10.6 | 35 | 41.3 | 18 | 40.7 | 16.2 | 40.5 | 15.7 | 36 | 43.5 | 17.5 | 42.7 | 15.4 | 40.9 | 9.4 | 42 | 44.5 | 5.9 | 43.5 | 3.6 | 42.6 | 1.4 | 46 | 48.8 | 6.1 | 44.7 | −2.8 | 45.5 | −1.1 | 51 | 53.6 | 5.1 | 53.3 | 4.5 | 52.2 | 2.3 | 57 | 60.3 | 5.8 | 60.5 | 6.1 | 59.4 | 4.2 | 65 | 67.6 | 4 | 67.2 | 3.3 | 66.5 | 2.3 | 74 | 77.8 | 5.1 | 73.1 | 1.2 | 75.3 | 1.8 | 83 | 85.9 | 3.5 | 86.1 | 3.7 | 84.8 | 2.1 | 90 | 93.6 | 4 | 93.2 | 3.4 | 92.3 | 2.6 | 95 | 98.5 | 3.7 | 97.6 | 2.7 | 96.7 | 1.8 | 99 | 100.7 | 1.7 | 101.3 | 2.3 | 100.3 | 1.3 | 102 | 103.2 | 1.1 | 102.4 | 0.4 | 102.5 | 0.5 |
| Average relative error (%) | 7.2 | 5.4 | 3.8 |
| Extrapolation values | 104.7 | 103.3 | 102.4 | 103.6 | 103.1 | 102.2 |
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