Dynamical bias correction procedure to improve global gridded daily streamflow data for local application in the Upper Blue Nile basin
References
- Badr, H.S., Zaitchik, B.F., Guikema, S.D., 2014. Application of Statistical Models to the Prediction of Seasonal Rainfall Anomalies over the Sahel. J. Appl. Meteorol. Climatol., 53, 614–636. https://doi.org/10.1175/JAMC-D-13-0181.110.1175/JAMC-D-13-0181.1
- Bitew, M.M., Gebremichael, M., 2011. Assessment of satellite rainfall products for streamflow simulation in medium watersheds of the Ethiopian highlands. Hydrol. Earth Syst. Sci., 15, 1147–1155. https://doi.org/10.5194/hess-15-1147-201110.5194/hess-15-1147-2011
- Eisner, S., 2016. Comprehensive evaluation of the WaterGAP3 model across climatic, physiographic, and anthropogenic gradients. PhD thesis. University of Kassel, Kassel, Germany. Available at http://nbn-resolving.de/urn:nbn:de:hebis:34-2016031450014
- El-Sadek, A., Bleiweiss, M., Shukla, M., Guldan, S., Fernald, A., 2011. Alternative climate data sources for distributed hydrological modelling on a daily time step. Hydrol. Process., 25, 1542–1557. https://doi.org/10.1002/hyp.791710.1002/hyp.7917
- Elshamy, M.E., Seierstad, I.A., Sorteberg, A., 2009. Impacts of climate change on Blue Nile flows using bias-corrected GCM scenarios. Hydrol. Earth Syst. Sci., 13, 551–565. https://doi.org/10.5194/hess-13-551-200910.5194/hess-13-551-2009
- Erkossa, T., Awlachew, S., Haileslassie, A., Denekew Yilma, A., 2009. Impacts of improving water management of smallholder agriculture in the Upper Blue Nile Basin. https://doi.org/DOI:10.22004/ag.econ.212433
- Guetter, A.K., Georgakakos, K.P., Tsonis, A.A., 1996. Hydrologic applications of satellite data: 2. Flow simulation and soil water estimates. J. Geophys. Res. Atmos., 101, 26527–26538. https://doi.org/10.1029/96JD0165510.1029/96JD01655
- Haberlandt, U., Kite, G.W., 1998. Estimation of daily space–time precipitation series for macroscale hydrological modelling. Hydrol. Process., 12, 1419–1432. https://doi.org/10.1002/(SICI)1099-1085(199807)12:9<1419::AID-HYP645>3.0.CO;2-A10.1002/(SICI)1099-1085(199807)12:9<1419::AID-HYP645>3.0.CO;2-A
- Habib, E., Haile, A., Sazib, N., Zhang, Y., Rientjes, T., 2014. Effect of bias correction of satellite-rainfall estimates on runoff simulations at the source of the Upper Blue Nile. Remote Sens., 6, Article Number: 6688. https://doi.org/doi.org/10.3390/rs607668810.3390/rs6076688
- Hay, L.E., Clark, M.P., 2003. Use of statistically and dynamically downscaled atmospheric model output for hydrologic simulations in three mountainous basins in the western United States. J. Hydrol., 282, 56–75. https://doi.org/10.1016/s0022-1694(03)00252-x10.1016/S0022-1694(03)00252-X
- Hossain, F., Anagnostou, E.N., 2004. Assessment of current passive-microwave- and infrared-based satellite rainfall remote sensing for flood prediction. J. Geophys. Res. Atmos., 109, Article Number: D07102. https://doi.org/10.1029/2003JD00398610.1029/2003JD003986
- Jasper, K., Gurtz, J., Lang, H., 2002. Advanced flood forecasting in Alpine watersheds by coupling meteorological observations and forecasts with a distributed hydrological model. J. Hydrol., 267, 40–52. https://doi.org/https://doi.org/10.1016/S0022-1694(02)00138-510.1016/S0022-1694(02)00138-5
- Kanamaru, H., Kanamitsu, M., 2007. Fifty-seven-year California reanalysis downscaling at 10 km (CaRD10). Part II: Comparison with North American regional reanalysis. J. Clim., 20, 5572–5592. https://doi.org/10.1175/2007jcli1522.110.1175/2007JCLI1522.1
- Lachenbruch, P.A., Mickey, M.R., 1968. Estimation of error rates in discriminant analysis. Technometrics, 10, 1–11. https://doi.org/10.1080/00401706.1968.1049053010.1080/00401706.1968.10490530
- Lakew, H.B., Moges, S.A., Asfaw, D.H., 2017. Hydrological evaluation of satellite and reanalysis precipitation products in the Upper Blue Nile basin: A case study of Gilgel Abbay. Hydrology, 4, Article Number: 39. https://doi.org/https://doi.org/10.3390/hydrology403003910.3390/hydrology4030039
- Lakew, H.B., Moges, S.A., Anagnostou, E.N., Nikolopoulos, E.I., Asfaw, D.H., 2019. Evaluation of global water resources reanalysis runoff products for local water resources applications: Case study - Upper Blue Nile basin of Ethiopia. Water Resour. Manag., https://doi.org/10.1007/s11269-019-2190-y10.1007/s11269-019-2190-y
- Lakew, H.B., Moges, S.A., Asfaw, D.H., 2020. Hydrological performance evaluation of multiple satellite precipitation products in the upper Blue Nile basin, Ethiopia. J. Hydrol. Reg. Stud., 27, Article Number: 100664. https://doi.org/https://doi.org/10.1016/j.ejrh.2020.10066410.1016/j.ejrh.2020.100664
- Mei, Y., Nikolopoulos, E., Anagnostou, E., Zoccatelli, D., Borga, M., 2016. Error analysis of satellite precipitation-driven modeling of flood events in complex Alpine terrain. Remote Sens., 8, Article Number: 293. https://doi.org/https://doi.org/10.3390/rs804029310.3390/rs8040293
- Müller Schmied, H., Eisner, S., Franz, D., Wattenbach, M., Portmann, F.T., Flörke, M., Döll, P., 2014. Sensitivity of simulated global-scale freshwater fluxes and storages to input data, hydrological model structure, human water use and calibration. Hydrol. Earth Syst. Sci., 18, 3511–3538. https://doi.org/10.5194/hess-18-3511-201410.5194/hess-18-3511-2014
- Nash, J.E., Sutcliffe, J. V., 1970. River flow forecasting through conceptual models part I - A discussion of principles. J. Hydrol., 10, 282–290. https://doi.org/10.1016/0022-1694(70)90255-610.1016/0022-1694(70)90255-6
- Nikolopoulos, E.I., Anagnostou, E.N., Hossain, F., Gebremichael, M., Borga, M., 2010. Understanding the scale relationships of uncertainty propagation of satellite rainfall through a distributed hydrologic model. J. Hydrometeorol., 11, 520–532. https://doi.org/10.1175/2009jhm1169.110.1175/2009JHM1169.1
- Schellekens, J., Dutra, E., Martínez-de la Torre, A., Balsamo, G., van Dijk, A., Sperna Weiland, F., Minvielle, M., Calvet, J.-C., Decharme, B., Eisner, S., Fink, G., Flörke, M., Peßenteiner, S., van Beek, R., Polcher, J., Beck, H., Orth, R., Calton, B., Burke, S., Dorigo, W., Weedon, G.P., 2017. A global water resources ensemble of hydrological models: the eartH2Observe Tier-1 dataset. Earth Syst. Sci. Data, 9, 389–413. https://doi.org/10.5194/essd-9-389-201710.5194/essd-9-389-2017
- Setegn, S.G., Srinivasan, R., Melesse, A.M., Dargahi, B., 2010. SWAT model application and prediction uncertainty analysis in the Lake Tana Basin, Ethiopia. Hydrol. Process., 24, 357–367. https://doi.org/10.1002/hyp.745710.1002/hyp.7457
- Stone, M., 1977. An asymptotic equivalence of choice of model by cross-validation and Akaike’s criterion. J. R. Stat. Soc. Ser. B, 39, 44–47. https://doi.org/10.1111/j.2517-6161.1977.tb01603.x10.1111/j.2517-6161.1977.tb01603.x
Language: English
Page range: 41 - 48
Submitted on: Jan 31, 2020
Accepted on: Sep 25, 2020
Published on: Jan 26, 2021
Published by: Slovak Academy of Sciences
In partnership with: Paradigm Publishing Services
Publication frequency: 4 times per year
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© 2021 Haileyesus Belay Lakew, Semu Ayalew Moges, published by Slovak Academy of Sciences
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