PhD Thesis Emmanuel Obeng Bekoe - Cranfield University
PhD Thesis Emmanuel Obeng Bekoe - Cranfield University
PhD Thesis Emmanuel Obeng Bekoe - Cranfield University
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xiii<br />
Figure 4.4 Annual Streamflow data for Manhia and Nsawam……………….83<br />
Figure 4.5 Land Use map of Densu Basin (Year 1990) ……………………..85<br />
Figure 4.6 Land Use types for the Mosiac of thickets & grass with/without<br />
scattered trees……………………………………………………….87<br />
Figure 4.7 Typical land use types showing the (a & b) moderately dense<br />
herb/bush with scattered (15/trees/ha) canopy with herb and bush<br />
cover………………………………………………………………… 88<br />
Figure 4.8 Soils of Ghana compared to soils of Southern Africa …………. 91<br />
Figure 4.9 Soils of Southern Africa (source: <strong>University</strong> of KÖln 2005)…… 92<br />
Figure 4.10 Vertical clay distribution models for southern Africa ……………94<br />
Figure 4.11 Monthly Mean Temperatures for Koforidua (1965-1980)………100<br />
Figure 4.12 Sunshine Duration data for Koforidua and Accra (1967-1980) …101<br />
Figure 4.13 Wind speed data at Koforidua……………………………………..102<br />
Figure 4.14 Mean monthly Relative Humidity for Koforidua…………………..102<br />
Figure 4.15 Sub-catchments of the Densu Basin…………………………….105<br />
Figure 5.1a Response of Baseflow to changes in soil parameters…………114<br />
Figure 5.1b Response of Baseflow to changes in soil parameters cont’d…115<br />
Figure 5.1c Response of Baseflow to changes in crop parameters………..115<br />
Figure 5.2a Response of Streamflow to changes in soil parameters ……...115<br />
Figure 5.2b Response of Streamflow to changes in soil parameters cont’d116<br />
Figure 5.2c Response of Streamflow to changes in crop parameters……..116<br />
Figure 5.3 Comparison of Baseflow (bf) and Streamflow (sf) for most<br />
sensitive parameters………………………………………………116<br />
Figure 5.4 Response of changes in COFRU parameter to Baseflow and<br />
Streamflow…………………………………………………………117<br />
Figure 5.5 Comparison of streamflow parameters for Apan (apan) and<br />
Hargreaves (Har) methods for the most sensitive parameters 118<br />
Figure 5.6 Calibration and validation calendar for ACRU modelling ……..122<br />
Figure 5.7 Calibration procedure adapted from Adjami et al. (2004)……..125<br />
Figure 5.7b Graph of calibration appraisal statistics, showing PBIAS and NSE<br />
at any calibration point …………………………………………....127<br />
Figure 5.8 Daily calibrated simulated streamflow at Manhia in the lumped<br />
mode……………………………………………………………… 128<br />
Figure 5.9 Weekly calibrated simulated streamflow for the Densu river in the<br />
lumped mode at Manhia ………………………………………….129<br />
Figure 5.10 Daily validated simulated streamflow in the lumped mode at<br />
Manhia………………………………………………………………131<br />
Figure 5.11 Weekly validated simulated streamflow for the in lumped mode at<br />
Manhia ……………………………………………………………..131<br />
Figure 5.12 Flow path of the Densu Modelling……………………………….136<br />
Figure 5.13 Comparison of observed and simulated daily flows for the<br />
calibration and validation periods of the semi distributed model at<br />
Nsawam………………………………………………………….....137<br />
Figure 5.14 Comparison of observed and simulated weekly flows for the<br />
calibration and validation periods of the semi distributed model at<br />
Nsawam……………………………………………………………...138