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Table 4 shows that for all models used for calibration, the degrees of fitness in terms of RMSEs and coefficients of determination (R2) were similar under both steady and unsteady conditions for each model. Figure 5 shows the means and standard errors of RMSE for all candidate chlorine decays models.
Table 4

Determination coefficients (R2) and RMSEs of the models

Frequency of transient event
Steady
40 min
20 min
10 min
5 min
2.5 min
ModelTitleR2RMSER2RMSER2RMSER2RMSER2RMSER2RMSE
1st order 0.97 0.099 0.99 0.044 1.00 0.026 0.98 0.074 0.99 0.055 0.97 0.099 
2nd order 0.87 0.203 0.93 0.137 0.94 0.131 0.89 0.181 0.90 0.168 0.88 0.201 
3rd order 0.76 0.273 0.83 0.209 0.84 0.212 0.78 0.253 0.79 0.245 0.78 0.270 
4th order 0.66 0.323 0.74 0.263 0.73 0.272 0.68 0.304 0.69 0.300 0.68 0.320 
Limited 1st order 0.97 0.102 0.99 0.048 1.00 0.031 0.98 0.077 0.99 0.058 0.97 0.102 
Limited 2nd order 0.86 0.206 0.93 0.140 0.93 0.135 0.88 0.184 0.90 0.172 0.87 0.204 
Limited 3rd order 0.84 0.225 0.90 0.165 0.90 0.168 0.86 0.201 0.88 0.189 0.82 0.241 
Limited 4th order 0.65 0.326 0.73 0.265 0.73 0.275 0.67 0.307 0.68 0.304 0.68 0.323 
Parallel 1st order 0.97 0.099 0.99 0.044 1.00 0.025 0.98 0.074 0.99 0.055 0.97 0.099 
10 nth order 1.00 0.026 0.99 0.044 1.00 0.025 1.00 0.027 1.00 0.026 0.99 0.054 
11 Limited nth order 1.00 0.026 0.99 0.048 1.00 0.025 1.00 0.027 1.00 0.026 0.99 0.049 
12 Combined ‘1 + 1’ 0.97 0.099 0.99 0.044 1.00 0.025 0.98 0.074 0.99 0.055 0.97 0.099 
13 Combined ‘1 + n’ 1.00 0.026 1.00 0.026 1.00 0.023 1.00 0.028 1.00 0.025 0.99 0.056 
14 Combined ‘n + n’ 1.00 0.023 1.00 0.025 1.00 0.021 1.00 0.027 1.00 0.025 0.99 0.051 
Frequency of transient event
Steady
40 min
20 min
10 min
5 min
2.5 min
ModelTitleR2RMSER2RMSER2RMSER2RMSER2RMSER2RMSE
1st order 0.97 0.099 0.99 0.044 1.00 0.026 0.98 0.074 0.99 0.055 0.97 0.099 
2nd order 0.87 0.203 0.93 0.137 0.94 0.131 0.89 0.181 0.90 0.168 0.88 0.201 
3rd order 0.76 0.273 0.83 0.209 0.84 0.212 0.78 0.253 0.79 0.245 0.78 0.270 
4th order 0.66 0.323 0.74 0.263 0.73 0.272 0.68 0.304 0.69 0.300 0.68 0.320 
Limited 1st order 0.97 0.102 0.99 0.048 1.00 0.031 0.98 0.077 0.99 0.058 0.97 0.102 
Limited 2nd order 0.86 0.206 0.93 0.140 0.93 0.135 0.88 0.184 0.90 0.172 0.87 0.204 
Limited 3rd order 0.84 0.225 0.90 0.165 0.90 0.168 0.86 0.201 0.88 0.189 0.82 0.241 
Limited 4th order 0.65 0.326 0.73 0.265 0.73 0.275 0.67 0.307 0.68 0.304 0.68 0.323 
Parallel 1st order 0.97 0.099 0.99 0.044 1.00 0.025 0.98 0.074 0.99 0.055 0.97 0.099 
10 nth order 1.00 0.026 0.99 0.044 1.00 0.025 1.00 0.027 1.00 0.026 0.99 0.054 
11 Limited nth order 1.00 0.026 0.99 0.048 1.00 0.025 1.00 0.027 1.00 0.026 0.99 0.049 
12 Combined ‘1 + 1’ 0.97 0.099 0.99 0.044 1.00 0.025 0.98 0.074 0.99 0.055 0.97 0.099 
13 Combined ‘1 + n’ 1.00 0.026 1.00 0.026 1.00 0.023 1.00 0.028 1.00 0.025 0.99 0.056 
14 Combined ‘n + n’ 1.00 0.023 1.00 0.025 1.00 0.021 1.00 0.027 1.00 0.025 0.99 0.051 
Figure 5

Means and standard deviations of RMSE for all candidate chlorine decay models.

Figure 5

Means and standard deviations of RMSE for all candidate chlorine decay models.

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