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Future Water Availability Under Representative Concentration Pathways Scenario in Baro Basin, Ethiopia

Received: 17 November 2020    Accepted: 12 April 2021    Published: 26 April 2021
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Abstract

The objective in this study was to assess future water availability in the upper part of the Baro basin in Southwest Ethiopia through the Representative Concentration Pathway (RCP 4.5) scenario. HBV-96 rainfall-runoff model was calibrated and validated for historical records of streamflow. The estimated NSE and RVE values are 0.91 and -6.76% during calibration period (1996-2002) and validation period (2003-2005) values are 0.72 and 9.78% respectively. Dynamically downscaled climate model outputs were obtained from four models through the CORDEX-Africa program. The four climate models were evaluated using a suite of statistical measures such as bias, Root Mean Squared Error (RMSE) and Coefficient of Variation (CV). The bias of the simulated rainfall varies between -4.20% and -25.39% suggesting underestimation. In terms of bias, EC-Earth performs best while HadGEM2-ES performs worst. In terms of RMSE, MPI-ESM-LR performs worst while CM5A-MR performs best. All the four GCMs projections showed that the maximum temperature will likely increase by 2.08°C (MPI-ESM-LR) to 2.52°C (CM5A-MR) and minimum temperature will also likely increase by 1.65°C (EC-Earth) to 2.78°C (HadGM2-ES) in the Baro basin in medium-term (2041-2070) for the RCP4.5 scenario. However, the annual rainfall amount will likely decrease by 7.34% (CM5A-MR) to 17.42% (HaDGEM2-ES) and with a likely increase in annual potential evapotranspiration. The maximum streamflow reduction was projected for the rainy season (Kiremt) by up to 28.36% (CM5A-MR). The annual streamflow is projected to decline by up to 35.2% during 2050s. The findings of this study indicate that climate change under the RCP4.5 scenario will have a significant implication to water availability in the Baro basin.

Published in Journal of Water Resources and Ocean Science (Volume 10, Issue 2)
DOI 10.11648/j.wros.20211002.12
Page(s) 16-28
Creative Commons

This is an Open Access article, distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium or format, provided the original work is properly cited.

Copyright

Copyright © The Author(s), 2024. Published by Science Publishing Group

Keywords

Climate Change Impact, RCP, Streamflow, HBV-96 Model, Baro Basin

References
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[2] Aich, V., Liersch, S., Vetter, T., Huang, S., Tecklenburg, J., Hoffmann, P., Hattermann, F. F. (2014). Comparing impacts of climate change on streamflow in four large African river basins. Hydrology and Earth System Sciences, 18 (4).
[3] Alemseged, T. H., & Tom, R. (2015). Evaluation of regional climate model simulations of rainfall over the Upper Blue Nile basin. Atmospheric Research, 161-162, 57-64. https://doi.org/10.1016/j.atmosres.2015.03.013
[4] Bokke, A. S., Taye, M. T., Willems, P., & Siyoum, S. A. (2017). Validation of General Climate Models (GCMs) over Upper Blue Nile River Basin, Ethiopia. Atmospheric and Climate Sciences, 07 (01), 65-75. https://doi.org/10.4236/acs.2017.71006
[5] Caylor, K. K., Scanlon, T. M., & Rodriguez-iturbe, I. (2009). Ecohydrological optimization of pattern and processes in water-limited ecosystems : A trade-off-based hypothesis. 45, 1-15. https://doi.org/10.1029/2008WR007230
[6] Chai, T., & Draxler, R. R. (2014). Root mean square error (RMSE) or mean absolute error (MAE)? Arguments against avoiding RMSE in the literature. Geoscientific Model Development, 7 (3), 1247-1250. https://doi.org/10.5194/gmd-7-1247-2014
[7] Gebre, S. L. (2015). Potential Impacts of Climate Change on the Hydrology and Water resources Availability of Didessa Catchment, Blue Nile River Basin, Ethiopia. Journal of Geology & Geosciences, 04 (01). https://doi.org/10.4172/2329-6755.1000193
[8] Haile, A. T. (2013). Assessment of Climate Change Impact on Flood Frequency Distributions in Baro Basin, Ethiopia. 8 (11), 1-34.
[9] Haile, A. T., Akawka, A. L., Berhanu, B., & Rientjes, T. (2017). Changes in water availability in the Upper Blue Nile basin under the representative concentration pathways scenario. Hydrological Sciences Journal, 62 (13), 2139-2149.
[10] Kebede, A., Diekkrüger, B., & Moges, S. A. (2013). An Assessment of Temperature and Precipitation Change Projections using a Regional and a Global Climate Model for the Baro-Akobo Basin, 4 (1), 1-12. Earth Science & Climatic Change.
[11] Kim, U., & Kaluarachchi, J. J. (2009). Climate change impacts on water resources in the upper Blue Nile River Basin, Ethiopia. In Journal of the American Water Resources Association (Vol. 45). https://doi.org/10.1111/j.1752-1688.2009.00369.x
[12] Lafon, T., Dadson, S., Buys, G., & Prudhomme, C. (2013). Bias correction of daily precipitation simulated by a regional climate model: A comparison of methods. International Journal of Climatology, 33 (6), 1367-1381. https://doi.org/10.1002/joc.3518
[13] Mekonnen, D. F., & Disse, M. (2016). Analyzing the future climate change of Upper Blue Nile River Basin (UBNRB) using statistical down scaling techniques. Hydrology and Earth System Sciences Discussions, 1-27. https://doi.org/10.5194/hess-2016-543
[14] Molla, S., & Abdisa, T. (2018). Investigating Climate Change Impact on Stream Flow of Baro-Akobo River Basin. A Case Study of Baro Catchment. 6 (5).
[15] Sheridan, S. C., & Allen, M. J. (2015). Changes in the Frequency and Intensity of Extreme Temperature Events and Human Health Concerns. Current Climate Change Reports, 1 (3), 155-162. https://doi.org/10.1007/s40641-015-0017-3
[16] Tadesse, G. S. (2017). Rainfall Runoff Modelling For The Ungauged Baro-Akobo Basin Sub Watersheds Under Changing Climate MSc Thesis.
[17] WaleWorqlul, A., Taddele, Y. D., Ayana, E. K., Jeong, J., Adem, A. A., & Gerik, T. (2018). Impact of climate change on streamflow hydrology in headwater catchments of the upper Blue Nile Basin, Ethiopia. Water (Switzerland), 10 (2). https://doi.org/10.3390/w10020120
[18] Yira, Y., Diekkrüger, B., Steup, G., & Bossa, A. Y. (2017). Impact of climate change on hydrological conditions in a tropical West African catchment using an ensemble of climate simulations. 2143-2161. https://doi.org/10.5194/hess-21-2143-2017
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  • APA Style

    Tolossa Negassa Ebissa. (2021). Future Water Availability Under Representative Concentration Pathways Scenario in Baro Basin, Ethiopia. Journal of Water Resources and Ocean Science, 10(2), 16-28. https://doi.org/10.11648/j.wros.20211002.12

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    ACS Style

    Tolossa Negassa Ebissa. Future Water Availability Under Representative Concentration Pathways Scenario in Baro Basin, Ethiopia. J. Water Resour. Ocean Sci. 2021, 10(2), 16-28. doi: 10.11648/j.wros.20211002.12

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    AMA Style

    Tolossa Negassa Ebissa. Future Water Availability Under Representative Concentration Pathways Scenario in Baro Basin, Ethiopia. J Water Resour Ocean Sci. 2021;10(2):16-28. doi: 10.11648/j.wros.20211002.12

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  • @article{10.11648/j.wros.20211002.12,
      author = {Tolossa Negassa Ebissa},
      title = {Future Water Availability Under Representative Concentration Pathways Scenario in Baro Basin, Ethiopia},
      journal = {Journal of Water Resources and Ocean Science},
      volume = {10},
      number = {2},
      pages = {16-28},
      doi = {10.11648/j.wros.20211002.12},
      url = {https://doi.org/10.11648/j.wros.20211002.12},
      eprint = {https://article.sciencepublishinggroup.com/pdf/10.11648.j.wros.20211002.12},
      abstract = {The objective in this study was to assess future water availability in the upper part of the Baro basin in Southwest Ethiopia through the Representative Concentration Pathway (RCP 4.5) scenario. HBV-96 rainfall-runoff model was calibrated and validated for historical records of streamflow. The estimated NSE and RVE values are 0.91 and -6.76% during calibration period (1996-2002) and validation period (2003-2005) values are 0.72 and 9.78% respectively. Dynamically downscaled climate model outputs were obtained from four models through the CORDEX-Africa program. The four climate models were evaluated using a suite of statistical measures such as bias, Root Mean Squared Error (RMSE) and Coefficient of Variation (CV). The bias of the simulated rainfall varies between -4.20% and -25.39% suggesting underestimation. In terms of bias, EC-Earth performs best while HadGEM2-ES performs worst. In terms of RMSE, MPI-ESM-LR performs worst while CM5A-MR performs best. All the four GCMs projections showed that the maximum temperature will likely increase by 2.08°C (MPI-ESM-LR) to 2.52°C (CM5A-MR) and minimum temperature will also likely increase by 1.65°C (EC-Earth) to 2.78°C (HadGM2-ES) in the Baro basin in medium-term (2041-2070) for the RCP4.5 scenario. However, the annual rainfall amount will likely decrease by 7.34% (CM5A-MR) to 17.42% (HaDGEM2-ES) and with a likely increase in annual potential evapotranspiration. The maximum streamflow reduction was projected for the rainy season (Kiremt) by up to 28.36% (CM5A-MR). The annual streamflow is projected to decline by up to 35.2% during 2050s. The findings of this study indicate that climate change under the RCP4.5 scenario will have a significant implication to water availability in the Baro basin.},
     year = {2021}
    }
    

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  • TY  - JOUR
    T1  - Future Water Availability Under Representative Concentration Pathways Scenario in Baro Basin, Ethiopia
    AU  - Tolossa Negassa Ebissa
    Y1  - 2021/04/26
    PY  - 2021
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    DO  - 10.11648/j.wros.20211002.12
    T2  - Journal of Water Resources and Ocean Science
    JF  - Journal of Water Resources and Ocean Science
    JO  - Journal of Water Resources and Ocean Science
    SP  - 16
    EP  - 28
    PB  - Science Publishing Group
    SN  - 2328-7993
    UR  - https://doi.org/10.11648/j.wros.20211002.12
    AB  - The objective in this study was to assess future water availability in the upper part of the Baro basin in Southwest Ethiopia through the Representative Concentration Pathway (RCP 4.5) scenario. HBV-96 rainfall-runoff model was calibrated and validated for historical records of streamflow. The estimated NSE and RVE values are 0.91 and -6.76% during calibration period (1996-2002) and validation period (2003-2005) values are 0.72 and 9.78% respectively. Dynamically downscaled climate model outputs were obtained from four models through the CORDEX-Africa program. The four climate models were evaluated using a suite of statistical measures such as bias, Root Mean Squared Error (RMSE) and Coefficient of Variation (CV). The bias of the simulated rainfall varies between -4.20% and -25.39% suggesting underestimation. In terms of bias, EC-Earth performs best while HadGEM2-ES performs worst. In terms of RMSE, MPI-ESM-LR performs worst while CM5A-MR performs best. All the four GCMs projections showed that the maximum temperature will likely increase by 2.08°C (MPI-ESM-LR) to 2.52°C (CM5A-MR) and minimum temperature will also likely increase by 1.65°C (EC-Earth) to 2.78°C (HadGM2-ES) in the Baro basin in medium-term (2041-2070) for the RCP4.5 scenario. However, the annual rainfall amount will likely decrease by 7.34% (CM5A-MR) to 17.42% (HaDGEM2-ES) and with a likely increase in annual potential evapotranspiration. The maximum streamflow reduction was projected for the rainy season (Kiremt) by up to 28.36% (CM5A-MR). The annual streamflow is projected to decline by up to 35.2% during 2050s. The findings of this study indicate that climate change under the RCP4.5 scenario will have a significant implication to water availability in the Baro basin.
    VL  - 10
    IS  - 2
    ER  - 

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Author Information
  • Department of Civil Engineering, College of Engineering and Technology, Mettu University, Mettu, Ethiopia

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