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PhD Thesis Emmanuel Obeng Bekoe - Cranfield University

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130<br />

Table 5.4 Performance statistics for weekly lumped<br />

simulations at Manhia<br />

Weekly Calibration Weekly Validation<br />

Period (01/03/68-28/02/1970) Period (01/03/1970-31/12/1972)<br />

All Months<br />

All Water Period<br />

Months Years<br />

01/03/1971- 01/031972-<br />

Period Period 31/12/72 31/12/72<br />

RMS (mm) 6.67 3.20 1.88 1.40<br />

PBIAS (%) -4.35 -69.27 -13.71 9.69<br />

NSE 0.83 -0.70 0.54 0.70<br />

PME -ve -ve 0.37 0.43<br />

The weekly calibrated streamflow had an improved NSE of 0.83 (compared to<br />

the daily simulation) which is good and a PBIAS of overestimation of 4.35%.<br />

The weekly RMS error was 6.67 mm indicating that the standard deviation of<br />

the model prediction error was high.<br />

With the ‘best’ calibrated values established and the model achieving a low<br />

PBAIS and a very good NSE according to Henrikson et al. (2003) the model<br />

was run for the validation period. Figures 5.10 and 5.11 show the simulated<br />

daily streamflow and weekly streamflow for the validation period with the<br />

corresponding performance appraisal statistics shown in Tables 5.2 and 5.3<br />

respectively.<br />

From the performance statistics of both the daily (Table 5.3) and weekly (Table<br />

5.4) simulations during the validation period, it is apparent that the validation<br />

period had NSEs of -0.51 (daily) and -0.70 (weekly) which were poor according<br />

to the acceptance criteria. However, the year of 1972 has very good statistics<br />

with NSE as high as 0.70 for the weekly and 0.58 for the daily. In the weekly<br />

simulations the year 1970 had an improved PME of 0.37 to 0.43 for the weekly<br />

flows for 1971 and 72 water years, respectively as against 0.13 and 0.18 for the<br />

daily flows respectively.<br />

<strong>Emmanuel</strong> <strong>Obeng</strong> <strong>Bekoe</strong> Phd <strong>Thesis</strong> Chapter 5 Hydrological modelling of Densu

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