Skip to main content
Log in

Suitability of global precipitation estimates for hydrologic prediction in the main watersheds of Upper Awash basin

  • Original Article
  • Published:
Environmental Earth Sciences Aims and scope Submit manuscript

Abstract

Unavailability of optimum network of rain gauges and lack of well-organized precipitation data are one of the main challenges in hydrologic and climate-related studies. This study aims to evaluate the performance of three global precipitation data obtained from the Climate Forecast System Reanalysis (CFSR), Climate Prediction Center (CPC) and Tropical Rainfall Measuring Mission (TRMM) for hydrologic prediction at four main watersheds in the Upper Awash basin. Statistical indices and graphical efficiency measures were used to examine the CFSR-NCEP, CPC-NOAA, and TRMM data with the gauged data on mean annual, monthly, and daily basis at Upper Basin (UB) and Lower Basin (LB) area. The performance of global precipitation estimates was encouraging. Moreover, the spatial map of annual precipitation products demonstrated comparable spatial patterns with observed annual precipitation. The Soil and Water Assessment Tool (SWAT) model was used for hydrological simulation, and the hydrologic simulation efficiency of gauged data and global precipitation revealed good performance with R2 and NS value of > 0.5 for daily, and > 0.7 for monthly scale simulations. However, lower to satisfactory model performance was obtained at the daily simulation in the Mojo and Akaki watersheds. The CPC-NOAA precipitation data was found superior in capturing the hydrologic variability. In relatively smaller watersheds, the suitability of global precipitation was lower due to the limited number of data points resulted from the coarse resolution of the data sources. Improvement in the satellite meteorology and climate reanalysis data could substantially increase the availability of alternative climate data for hydrologic studies.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10

Similar content being viewed by others

References

  • Abbaspour KC (2007) User manual for SWAT-CUP SWAT calibration and uncertainty analysis programs. Swiss Federal Institute of Aquatic Science and Technology, Eawag

    Google Scholar 

  • Abbaspour KC (2013) SWAT-CUP 2012. SWAT Calibration and uncertainty program—a user manual

  • Abtew W, Melesse AM, Dessalegne T (2009) Spatial, inter and intra-annual variability of the Upper Blue Nile Basin rainfall. Hydrol Process Int J 23(21):3075–3082

    Google Scholar 

  • Andermann C, Bonnet S, Gloaguen R (2011) Evaluation of precipitation data sets along the Himalayan front. Geochem Geophys Geosyst 12(7):Q07023. https://doi.org/10.1029/2011GC003513

    Article  Google Scholar 

  • Anders AM, Roe GH, Hallet B, Montgomery DR, Finnegan NJ, Putkonen J (2006) Spatial patterns of precipitation and topography in the Himalaya. Spec Pap Geol Soc Am 398:39–53

    Google Scholar 

  • Arnold JG, Srinivasan R, Muttiah RS, Williams JR (1998) Large area hydrologic modeling and assessment—part 1: model development. J Am Water Resour Assoc 34(1):73–89

    Google Scholar 

  • Arnold JG, Moriasi DN, Gassman PW, Abbaspour KC, White MJ, Srinivasan R, Santhi C, Harmel RD, Van Griensven A, Van Liew MW, Kannan N (2012) SWAT: Model use, calibration, and validation. Trans ASABE 55(4):1491–1508

    Google Scholar 

  • Bai P, Liu X (2018) Evaluation of five satellite-based precipitation products in two gauge-scarce basins on the Tibetan Plateau. Remote Sens 10(8):1316

    Google Scholar 

  • Blacutt LA, Herdies DL, de Gonçalves LG, Vila DA, Andrade M (2015) Precipitation comparison for the CFSR, MERRA, TRMM3B42 and combined scheme datasets in Bolivia. Atmos Res 163:117–131

    Google Scholar 

  • Chekol DA (2006) Modeling of hydrology and soil erosion of Upper Awash River Basin. Cuvillier, Göttingen

    Google Scholar 

  • Chekol DA, Tischbein B, Eggers H, Vlek P (2007) Application of SWAT for assessment of spatial distribution of water resources and analyzing impact of different land management practices on soil erosion in upper awash river basin watershed, vol 06/2007. FWU Water Resources Publications, ISSN No. 1613–1045. pp 110–117

  • Chen M, Shi W, Xie P, Silva VB, Kousky VE, Wayne Higgins R, Janowiak JE (2008a) Assessing objective techniques for gauge-based analyses of global daily precipitation. J Geophys Res 113:D04110. https://doi.org/10.1029/2007JD009132

    Article  Google Scholar 

  • Chen M, Xie P, Shi W, Silva V, Kousky V, Higgins W, Janowiak JE (2008b) Quality control of daily precipitation reports at NOAA/CPC. In: AMS 12th conferences on IOAS-AOLS (No. 33)

  • Deus D, Gloaguen R, Krause P (2013) Water balance modeling in a semi-arid environment with limited in situ data using remote sensing in Lake Manyara, East African Rift, Tanzania. Remote Sens 5(4):1651–1680

    Google Scholar 

  • Dile YT, Srinivasan R (2014) Evaluation of CFSR climate data for hydrologic prediction in data-scarce watersheds: an application in the Blue Nile River Basin. J Am Water Resour Assoc 50(5):1226–1241

    Google Scholar 

  • Dinku T, Funk C, Peterson P, Maidment R, Tadesse T, Gadain H, Ceccato P (2018) Validation of the CHIRPS satellite rainfall estimates over eastern of Africa. QJR Meteorol Soc 144:292–312

    Google Scholar 

  • Ebert EE, Janowiak JE, Kidd C (2007) Comparison of near-real-time precipitation estimates from satellite observations and numerical models. Bull Am Meteor Soc 88(1):47–64

    Google Scholar 

  • FAO (2002) Major soils of the world. Land and water digital media series 19. Food and Agricultural Organization of the United Nations, Rome. CD-ROM

  • Fuka DR, Walter MT, MacAlister C, Degaetano AT, Steenhuis TS, Easton ZM (2014) Using the Climate Forecast System Reanalysis as weather input data for watershed models. Hydrol Process 28(22):5613–5623

    Google Scholar 

  • Gao X, Zhu Q, Yang Z, Wang H (2018) Evaluation and hydrological application of CMADS against TRMM 3B42V7, PERSIANN-CDR, NCEP-CFSR, and Gauge-based datasets in Xiang River Basin of China. Water 10(9):1225

    Google Scholar 

  • Gassman PW, Reyes MR, Green CH, Arnold JG (2007) The soil and water assessment tool: historical development, applications, and future research directions. Trans ASABE 50(4):1211–1250

    Google Scholar 

  • Higgins RW, Kousky VE (2013) Changes in observed daily precipitation over the United States between 1950–79 and 1980–2009. J Hydrometeorol 14(1):105–121

    Google Scholar 

  • Hosseini-Moghari SM, Araghinejad S, Ebrahimi K (2018) Spatio-temporal evaluation of global gridded precipitation datasets across Iran. Hydrol Sci J 63(11):1669–1688

    Google Scholar 

  • Hu S, Qiu H, Yang D, Cao M, Song J, Wu J, Huang C, Gao Y (2017) Evaluation of the applicability of climate forecast system reanalysis weather data for hydrologic simulation: a case study in the Bahe River Basin of the Qinling mountains, China. J Geogr Sci 27(5):546–564

    Google Scholar 

  • Kar KK, Yang SK, Jung WY (2014) Determination of surface runoff for recent years rainfall over Hancheon Basin in Jeju Island. In: Proceedings of the 23rd Korean Environmental Sciences Society Conference, 6–8 November 2014, Daegu, South Korea

  • Kar KK, Yang SK, Lee JH (2015) Assessing unit hydrograph parameters and peak runoff responses from storm rainfall events: a case study in Hancheon Basin of Jeju Island. J Environ Sci Int 24(4):437–447

    Google Scholar 

  • Korecha D, Sorteberg A (2013) Validation of operational seasonal rainfall forecast in Ethiopia. Water Resour Res 49(11):7681–7697

    Google Scholar 

  • Kummerow CD, Barnes W, Kozu T, Shiue J, Simpson J (1998) The Tropical Rainfall Measuring Mission (TRMM) sensor package. J Atmos Ocean Technol 15:809–817

    Google Scholar 

  • Miao C, Ashouri H, Hsu KL, Sorooshian S, Duan Q (2015) Evaluation of the PERSIANN-CDR daily rainfall estimates in capturing the behavior of extreme precipitation events over China. J Hydrometeorol 16(3):1387–1396

    Google Scholar 

  • Moriasi DN, Arnold JG, Van Liew MW, Bingner RL, Harmel RD, Veith TL (2007) Model evaluation guidelines for systematic quantification of accuracy in watershed simulations. Trans ASABE 50(3):885–900

    Google Scholar 

  • Musie M, Sen S, Srivastava P (2019) Comparison and evaluation of gridded precipitation datasets for streamflow simulation in data scarce watersheds of Ethiopia. J Hydrol 579:124168

    Google Scholar 

  • Nachtergaele F, van Velthuizen H, Verelst L, Wiberg D (2012) Harmonized world soil database, version 1.2, FAO, IIASA, ISRIC, ISSCAS, JRC

  • Nash JE, Sutcliffe JV (1970) River flow forecasting through conceptual models part I—a discussion of principles. J Hydrol 10(3):282–290

    Google Scholar 

  • Neitsch SI, Arnold JG, Kinrv JR, Williams JR (2011) Soil and water assessment tool theoretical documentation version 2009. Texas Water Resources Institute. Report No. 406. Texas A&M University, College Station, TX

  • NMSA (2001) Evaluation of economic contributions of seasonal climate outlooks for power industries in Ethiopia. Pilot application project report, December 2001, Addis Abeba, Ethiopia

  • Saha S, Moorthi S, Pan HL, Wu X, Wang J, Nadiga S, Tripp P, Kistler R, Woollen J, Behringer D, Liu H (2010) The NCEP climate forecast system reanalysis. Bull Am Meteor Soc 91(8):1015–1058

    Google Scholar 

  • Setegn SG, Srinivasan R, Dargahi B, Melesse AM (2009) Spatial delineation of soil erosion prone areas: application of SWAT and MCE approaches in the Lake Tana Basin, Ethiopia. Hydrol Process 23(26):3738–3750

    Google Scholar 

  • Setegn SG, Srinivasan R, Melesse AM, Dargahi B (2010) SWAT model application and prediction uncertainty analysis in the Lake Tana Basin, Ethiopia. Hydrol Process 24(3):357–367

    Google Scholar 

  • Shawul AA, Chakma S (2018) The response of peak discharge and sedimentation to the land use/land cover change scenarios in the Upper Awash basin, Ethiopia. In: AGU Fall Meeting Abstracts December 2018, Washington D.C.

  • Shawul AA, Chakma S (2019) Spatiotemporal detection of land use/land cover change in the large basin using integrated approaches of remote sensing and GIS in the Upper Awash basin, Ethiopia. Environ Earth Sci 78(5):141

    Google Scholar 

  • Shawul AA, Alamirew T, Melesse AM, Chakma S (2016) Climate change impact on the hydrology of Weyb River watershed, Bale mountainous area, Ethiopia. In: Melesse AM, Abtew W (eds) Landscape dynamics, soils and hydrological processes in varied climates. Springer, Cham, pp 587–613

    Google Scholar 

  • Shawul AA, Chakma S, Melesse AM (2019) The response of water balance components to land cover change based on hydrologic modeling and partial least squares regression (PLSR) analysis in the Upper Awash Basin. J Hydrol Reg Stud 26:100640

    Google Scholar 

  • Silva VB, Kousky VE, Shi W, Higgins RW (2007) An improved gridded historical daily precipitation analysis for Brazil. J Hydrometeorol 8(4):847–861

    Google Scholar 

  • Sorooshian S, Hsu KL, Gao X, Gupta HV, Imam B, Braithwaite D (2000) Evaluation of PERSIANN system satellite-based estimates of tropical rainfall. Bull Am Meteor Soc 81(9):2035–2046

    Google Scholar 

  • Sorooshian S, AghaKouchak A, Arkin P, Eylander J, Foufoula-Georgiou E, Harmon R, Hendrickx JM, Imam B, Kuligowski R, Skahill B, Skofronick-Jackson G (2011) Advanced concepts on remote sensing of precipitation at multiple scales. Bull Am Meteor Soc 92(10):1353–1357

    Google Scholar 

  • Terink W, Leijnse H, van den Eertwegh G, Uijlenhoet R (2018) Spatial resolutions in areal rainfall estimation and their impact on hydrological simulations of a lowland catchment. J Hydrol 563:319–335

    Google Scholar 

  • Tesfaye TW, Dhanya CT, Gosain AK (2017) Evaluation of ERA-Interim, MERRA, NCEP-DOE R2 and CFSR reanalysis precipitation data using Gauge observation over Ethiopia for a period of 33 years. AIMS Environ Sci 4(4):596–620

    Google Scholar 

  • Tolera M, Chung IM, Chang S (2018) Evaluation of the climate forecast system reanalysis weather data for watershed modeling in Upper Awash basin, Ethiopia. Water 10(6):725

    Google Scholar 

  • Wang G, Zhang P, Liang L, Zhang S (2017) Evaluation of precipitation from CMORPH, GPCP-2, TRMM 3B43, GPCC, and ITPCAS with ground-based measurements in the Qinling-Daba mountains, China. PLoS ONE 12(10):e0185147

    Google Scholar 

  • Wondie M, Schneider W, Melesse AM, Teketay D (2011) Spatial and temporal land cover changes in the Simen Mountains National Park, a world heritage site in northwestern Ethiopia. Remote Sens 3:752–766

    Google Scholar 

  • Worqlul AW, Maathuis B, Adem AA, Demissie SS, Langan S, Steenhuis TS (2014) Comparison of rainfall estimations by TRMM 3B42, MPEG and CFSR with ground-observed data for the Lake Tana basin in Ethiopia. Hydrol Earth Syst Sci 18(12):4871–4881

    Google Scholar 

  • Wu Z, Xu Z, Wang F, He H, Zhou J, Wu X, Liu Z (2018) Hydrologic evaluation of multi-source satellite precipitation products for the upper Huaihe River Basin, China. Remote Sens 10(6):840

    Google Scholar 

  • Yilma S, Leulseged A, Fisum T, Geremew S (2016) Awash River Basin water allocation modeling and conflict resolution study project, surface water resources study. Interim Report, February 2016. Awash basin Authority, Ethiopia

  • Zeng Q, Chen H, Xu CY, Jie MX, Chen J, Guo SL, Liu J (2018) The effect of rain gauge density and distribution on runoff simulation using a lumped hydrological modelling approach. J Hydrol 563:106–122

    Google Scholar 

  • Zhu Q, Xuan W, Liu L, Xu YP (2016) Evaluation and hydrological application of precipitation estimates derived from PERSIANN-CDR, TRMM 3B42V7, and NCEP-CFSR over humid regions in China. Hydrol Process 30(17):3061–3083

    Google Scholar 

Download references

Acknowledgements

The authors are thankful to the National Meteorological Services Agency of Ethiopia and the Ministry of Water and Energy for providing daily meteorological and daily hydrological data. The authors are also grateful to CFSR-NCEP, CPC-NOAA, and TRMM 3B42 gridded data sources for providing daily gridded data.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Alemayehu A. Shawul.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Shawul, A.A., Chakma, S. Suitability of global precipitation estimates for hydrologic prediction in the main watersheds of Upper Awash basin. Environ Earth Sci 79, 53 (2020). https://doi.org/10.1007/s12665-019-8801-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s12665-019-8801-3

Keywords

Navigation