Table 2. Model performance statistics.
| Measurement type | Parameter | Concentration (mg-N L−1) | Mean bias (mg-N L−1) | Mean error (mg-N L−1) | NMB | NME | R2 | RMSE | |||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Observed | Simulated | ||||||||||
| Mean | SD | Mean | SD | ||||||||
| 7-d model calibration | |||||||||||
| Sensor | Food | 0.07 | 0.03 | 0.07 | 0.04 | 0.004 | 0.013 | 5.2% | 20% | 0.81 | 0.018 |
| NH | 0.09 | 0.01 | 0.09 | 0.01 | −0.001 | 0.005 | −1.3% | 6% | 0.33 | 0.006 | |
| NO | 0.62 | 0.11 | 0.62 | 0.10 | 0.0001 | 0.024 | 0.02% | 4% | 0.94 | 0.030 | |
| Discrete sample | Food | 0.07 | 0.03 | 0.07 | 0.03 | −0.007 | 0.037 | −9.9% | 51% | 0.01 | 0.045 |
| NH | 0.09 | 0.02 | 0.09 | 0.01 | −0.002 | 0.012 | −2.4% | 13% | 0.10 | 0.015 | |
| NO | 0.61 | 0.14 | 0.61 | 0.11 | 0.004 | 0.034 | 0.6% | 6% | 0.91 | 0.048 | |
| Org N | 0.49 | 0.13 | 0.49 | 0.15 | 0.002 | 0.118 | 0.3% | 24% | 0.19 | 0.142 | |
| NO | 0.05 | 0.01 | 0.04 | 0.01 | −0.002 | 0.006 | −5.2% | 12% | 0.37 | 0.006 | |
| Total N | 1.2 | 0.18 | 1.2 | 0.19 | −0.00004 | 0.111 | −0.003% | 9% | 0.54 | 0.133 | |
| 10-d model evaluation | |||||||||||
| Sensor | Fooda | 0.08 | 0.03 | 0.08 | 0.03 | −0.013 | 0.013 | −17.1% | 17.1% | 0.85 | 0.016 |
| NH | 0.03 | 0.002 | 0.03 | 0.002 | 0.0003 | 0.001 | 1.0% | 7.7% | 0.35 | 0.001 | |
| NO | 3.5 | 1.8 | 3.0 | 1.3 | −0.513 | 0.549 | −14.5% | 15.5% | 0.93 | 0.817 | |
| Discrete sample | Food | 0.03 | 0.02 | 0.09 | 0.04 | 0.064 | 0.065 | 250% | 260% | 0.51 | 0.080 |
| NH | 0.04 | 0.01 | 0.03 | 0.002 | −0.004 | 0.011 | −11% | 28% | 0.06 | 0.014 | |
| NO | 4.3 | 2.5 | 3.5 | 1.5 | −0.874 | 0.938 | −20% | 22% | 0.98 | 1.391 | |
| Org N | 0.79 | 0.14 | 0.77 | 0.24 | −0.027 | 0.090 | −3.4% | 11% | 0.78 | 0.121 | |
| NO | 0.03 | 0.01 | 0.03 | 0.005 | 0.001 | 0.006 | 3.1% | 19% | 0.62 | 0.006 | |
| Total N | 5.2 | 2.5 | 4.3 | 1.5 | −0.903 | 0.954 | −17% | 18% | 0.96 | 1.296 | |
Notes.
25 day moving average.
- SD
- Standard deviation
- NMB
- Normalized mean bias
- NME
- Normalized mean error
- RMSE
- Root mean square error