Skip to main content
. 2017 Jan 4;5:e2838. doi: 10.7717/peerj.2838

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
NH4+ 0.09 0.01 0.09 0.01 −0.001 0.005 −1.3% 6% 0.33 0.006
NO3 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
NH4+ 0.09 0.02 0.09 0.01 −0.002 0.012 −2.4% 13% 0.10 0.015
NO3 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
NO2 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
NH4+ 0.03 0.002 0.03 0.002 0.0003 0.001 1.0% 7.7% 0.35 0.001
NO3 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
NH4+ 0.04 0.01 0.03 0.002 −0.004 0.011 −11% 28% 0.06 0.014
NO3 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
NO2 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.

a

25 day moving average.

SD
Standard deviation
NMB
Normalized mean bias
NME
Normalized mean error
RMSE
Root mean square error