Abstract:
Hydrologic studies on rainfall-runoff have been extensively conducted by water resource
planners to simulate the hydrological response in many regions around the globe to fulfill
various desirable needs with a purpose of effective and proper planning and managing of
water resources for present and future uses. Whereas such study is not well drawn much
attention to Weyb watershed (Genale Dawa River Basin, Ethiopia) in which may prevail to
water insecurity. Therefore, this research thesis is intended to apply the Hydrologic
Engineering Center – Hydrologic Modeling System (HEC–HMS) for the simulation of the
rainfall-runoff of this watershed to evaluate whether the model performs sufficiently in this
study area. Long term daily rainfall data from 6 rain gauging stations for 30 years
from(1985-2014), daily River flow of 1 stream gauging station for 15 years from (1992-2006), land use and soil data of the watershed, and DEM were obtained from relevant
sources. These data were then analyzed and interpreted and used to set up the HEC-HMS
mode. In this study SCS-curve number (loss), SCS unit hydro-graph (transformation),
monthly constant (base flow) and Muskingum (Routing) Methods were adopted. In order to
clearly understand the horologic characteristics of each watershed, rainfall-runoff relation of
the watershed was calibrated using 11 years stream flow data (1992-2002) and the
remaining 4 years data (2003-2006) for model validation. The model simulation has been
conducted using reasonable approximation and the initial results showed that there is a clear
difference between the observed and simulated peak flows and the total volume. Therefore, a
model calibration with an optimization method and sensitivity analysis was carried out and
the model was run with the most identified sensitive parameters. After parameter
optimization the difference between observed and simulated and error functions were so
reduced and the results indicate values of Percent bias (%) =13.6, root mean square error
(RMSE) =0.4, Nash-Sutcliffe Efficiency (NSE) =0.867 and coefficient of determination (R
2
)
=0.936. Moreover the calibrated model with optimized parameter was also used for model
validation and found percent bias (%) =-3.306, RME=0.4, NSE=0.819 and R
2
=0.929. The
results obtained showed that the model is appropriate for hydrological simulations and to
analyze rainfall-runoff in the Weyb River watershed. In this study, the rainfall-runoff
relationship was also analyzed for the data used for validation using the scattered plot and
found to have very mush relations. Finally, in this study the storm flows for different return
period were also predicted using HEC-HMS and compared with other statistical models
namely gamble, normal distribution and log Pearson (3p) to minimize the risk caused by
flooding and drought. Using Kolmogorov-Smirnov (KS) test, log Pearson (3p) was found to
be the best next to HEC-HMS model. The peak discharges obtained by HEC-HMS for the 2,
5,10,25,50 and 100 year storms are 196.2, 300.7, 375.1, 515.2, 692.4 and 850.0m3∙s–1
respectively. In doing so, this thesis will help and become an input in flood risk mitigation
process.