Streamflow Modeling Under the Impact of Climate Change. (Case Study of Dabus River Sub-Basin, Ethiopia)

J. Mohammed
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Abstract

Currently the impact of climate change affects many water resources projects that result in pattern change of annual runoff, reservoirs pool level change, increasing of irrigation demand due to increasing temperature and evaporation and etc., and thus it is important to assess its impact on streamflow. This study mainly forecast streamflow of Dabus river Sub Basin. The future climate variables which were downscaled by Climate Limited area Model (CLM) at the basin level for A1B emission scenario was used for future flow simulation. For streamflow generation HEC-HMS model was used by using the bias corrected precipitation and Evapotranspiration which was estimated by FAO Penman-Monteith. After the flow was forecasted, the performance of the model was assessed via calibration at Dabus near Asosa, Sechi near Mendi and Aleltu at Nedjo using Relative Volume Error (D), coefficient of determination (R 2 ) and Nash-Sutcliffe Efficiency (NSE) performance coefficients. Then the model was validated using the parameters optimized during model calibration. The trend of Dabus streamflow forecasted at its outlet to main basin river (Abbay River) was assessed. The projected mean annual maximum temperature increases from the baseline period by 0.43 0 C, 1.3 0 C and 2.5 0 C for short-term, midterm and long-term respectively whereas minimum temperature increases by 0.47 0 C, 1.53 0 C and 2.83 0 C. Generally the projected future maximum and minimum temperature shows an increasing trend whereas precipitation shows variation (does not reveal clearly increasing or decreasing) for earlier century and decreasing trend in mid and late century. The evapotranspiration shows an increasing trend. The HEC-HMS model shows a good performance at Dabus near Asosa which resulted D=0.0066, R 2 =0.90 and NSE=0.89 during calibration and D=4.9285, R 2 =0.84 and NSE=0.82 during validation. The streamflow of Dabus River Basin shows an average annual increase of 2.83% for short-term forecast (2011-2040) and decrease of 2.83% and 4.56% for mid-term forecast (2041-2070) and long-term forecast (2071-2100) respectively.
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气候变化影响下的河流模拟。(以埃塞俄比亚Dabus河流域为例)
目前,气候变化影响到许多水资源工程,造成年径流格局变化、水库池位变化、温度升高和蒸发导致灌溉需求增加等,因此评估气候变化对径流的影响具有重要意义。本研究主要是对大布斯河次流域的流量进行预测。未来流量模拟采用A1B排放情景下流域尺度气候有限面积模式(CLM)缩减后的未来气候变量。对于径流生成,采用HEC-HMS模型,利用FAO Penman-Monteith估算的经偏差校正的降水和蒸散量。预测流量后,通过在Asosa附近的Dabus、Mendi附近的Sechi和Nedjo的Aleltu进行校准,使用相对体积误差(D)、决定系数(r2)和纳什-苏特克利夫效率(NSE)性能系数对模型的性能进行评估。然后利用模型标定时优化的参数对模型进行验证。对大布斯河出水口(阿贝河)的流量趋势进行了预测。预估的年平均最高气温在短期、中期和长期分别比基线期升高0.43、1.3和2.5℃,而最低气温则升高0.47、1.53和2.83℃。总体上,预估的未来最高和最低气温在世纪前期呈上升趋势,而降水在世纪中后期呈下降趋势。蒸散量呈增加趋势。HEC-HMS模型在Asosa附近的Dabus地区表现良好,校正时D=0.0066, r2 =0.90, NSE=0.89;验证时D=4.9285, r2 =0.84, NSE=0.82。大布斯河流域流量短期预测(2011-2040年)年均增长2.83%,中期预测(2041-2070年)和长期预测(2071-2100年)年均减少2.83%和4.56%。
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