Case Studies
Oct 20, 2016

Climate Change Impacts on Catchment-Scale Extreme Rainfall Variability: Case Study of Rize Province, Turkey

Publication: Journal of Hydrologic Engineering
Volume 22, Issue 3

Abstract

This paper conducts a catchment-scale analysis of extreme rainfall events of the reference (1961–1990) and three future climate periods (2013–2039, 2040–2070, and 2071–2100) for Rize Province, Turkey. The extreme value theory (EVT) is applied to analyze observational and projected extreme rainfall data including regional climate model (RCM) outputs guided by two general circulation models (GCM) under SRES-A2 and RCP8.5 greenhouse gas scenarios. A new rapid and effective bias correction method is also developed and applied to adjust the climate models simulations. The EVT analysis results demonstrated significant differences between the model runs for both the reference and future periods with considerable spatial variability in rainfall extremes. Based upon the assembled mean results, approximately a 30% decrease in the median value of extreme rainfall events is projected over the study region for the near future, 2013–2039, and middle of the century. This change dramatically decreases to 15% of its historic value at the end of the century. The results from the implemented GCM-RCM combinations revealed that more intense rainfalls are produced by the combination forced by the RCP8.5 scenario. In addition, the results from goodness-of-fit tests among different distribution models showed that general extreme value distribution can be used appropriately to characterize the behavior of projected extreme rainfalls over the study region.

Get full access to this article

View all available purchase options and get full access to this article.

Acknowledgments

This study is a part of a research project founded by the Scientific and Technological Research Council of Turkey (TUBITAK) under Project No. 112Y214 and Istanbul Technical University (ITU) under Project No. BAP-38105. The authors are indebted TUBITAK and ITU for their financial supports. The authors also thank the project research team: M. Özger, D. Z. Şeker, M. Karaca, İ. Can, A. Ü. Kömüşcü, D. Bozkurt, O. Şen, and H. Erdem for their contribution in the study. The authors thank the Turkish State Meteorological Service for providing the data used in this article. Insightful comments from Prof. Dr. N. Ağıralioglu, Prof. Dr. C. M. K. Alhan, and the four anonymous reviewers are gratefully appreciated.

References

Ahmad, M. I., Sinclair, C. D., and Spurr, B. D. (1988). “Assessment of flood frequency models using empirical distribution function statistics.” Water Resour. Res., 24(8), 1323–1328.
Azimi-Zonooz, A., Krajewski, W. F., Bowles, D. S., and Seo, D. J. (1989). “Spatial rainfall estimation by linear and non-linear co-kriging of radar-rainfall and rain gage data.” Stoch. Hydrol. Hydraul., 3(1), 51–67.
Beniston, M., et al. (2007). “Future extreme events in European climate: An exploration of regional climate model projections.” Clim. Change, 81(S1), 71–95.
Berg, P., Feldmann, H., and Panitz, H. J. (2012). “Bias correction of high resolution regional climate model data.” J. Hydrol., 448(1), 80–92.
Bozkurt, D., Turuncoglu, U., Sen, O. L., Onol, B., and Dalfes, H. N. (2012). “Downscaled simulations of the ECHAM5, CCSM3 and HadCM3 global models for the eastern Mediterranean-Black Sea region: Evaluation of the reference period.” Clim. Dyn., 39(1–2), 207–225.
Coles, S. (2001). An introduction to statistical modeling of extreme values, Springer, London.
Collins, W. J., et al. (2011). “Development and evaluation of an Earth-system model-HadGEM2.” Geosci. Model Dev., 4(4), 1051–1075.
Danandeh Mehr, A., and Kahya, E. (2016). “Grid-based performance evaluation of GCM-RCM combinations for rainfall reproduction.” Theor. Appl. Climatol., 1–11.
Demircan, M., et al. (2014). “Climate change projections for Turkey with new scenarios.” Proc., Climate Change and Climate Dynamics Conf., Istanbul Technical Univ., Istanbul, Turkey, 72–81.
Demirel, M. C., and Moradkhani, H. (2016). “Assessing the impact of CMIP5 climate multi-modeling on estimating the precipitation seasonality and timing.” Clim. Change, 135(2), 357–372.
Dettinger, M. D., Cayan, D. R., Meyer, M. K., and Anne, E. J. (2004). “Simulated hydrological responses to climate variations and change in the Merced, Carson, and American river basin, Sierra Nevada, California, 1900–2099.” Clim. Change, 62(1–3), 283–317.
Dobler, C., et al. (2012). “Quantifying different sources of uncertainty in hydrological projections in an Alpine watershed.” Hydrol. Earth. Syst. Sci., 16(11), 4343–4360.
El Adlouni, S., and Ouarda, T. B. M. J. (2010). “Frequency analysis of extreme rainfall events.” Rainfall: State of the science, F. Y. Testik and M. Gebremichael, eds., Vol. 191, American Geophysical Union, Washington, DC.
Eris, E., and Agiralioglu, N. (2009). “Effect of coastline configuration on precipitation distribution in coastal zones.” Hydrol. Processes, 23(25), 3610–3618.
Fang, G., Yang, J., Chen, Y. N., and Zammit, C. (2015). “Comparing bias correction methods in downscaling meteorological variables for a hydrologic impact study in an arid area in China.” Hydrol. Earth Syst. Sci., 19(6), 2547–2559.
Frei, C., et al. (2006). “Future change of precipitation extremes in Europe: Intercomparison of scenarios from regional climate models.” J Geophys. Res-Atmos., 111, D06105.
Furrer, E. M., and Katz, R. W. (2008). “Improving the simulation of extreme precipitation events by stochastic weather generators.” Water Resour. Res., 44(12), .
Halmstad, A., Najafi, M. R., and Moradkhani, H. (2013). “Analysis of precipitation extremes with the assessment of regional climate models over the Willamette River Basin, USA.” Hydrol. Process, 27(18), 2579–2590.
Hosseinzadeh Talaee, P., Tabari, H., and Willems, P. (2015). “Climate change impact on precipitation extremes in Iran.” Proc., 3rd Workshop on Water Resource in Developing Countries: Planning and Management in Face of Hydroclimatological Extremes and Variability, Abdus Salam International Centre for Theoretical Physics, Trieste, Italy.
Johnson, F., and Sharma, A. (2011). “Accounting for interannual variability: A comparison of options for water resources climate change impact assessments.” Water Resour. Res., 47(4), W04508.
Lenderink, G., Buishand, A., and Van Deursen, W. (2007). “Estimates of future discharges of the river Rhine using two scenario methodologies: Direct versus delta approach.” Hydrol. Earth Syst. Sci., 11(3), 1145–1159.
Lespinas, F., Ludwig, W., and Heussner, S. (2014). “Hydrological and climatic uncertainties associated with modeling the impact of climate change on water resources of small Mediterranean coastal rivers.” J. Hydro., 511(1), 403–422.
Liuzzo, L., and Freni, G. (2015). “Analysis of extreme rainfall trends in Sicily for the evaluation of depth-duration-frequency curves in climate change scenarios.” J. Hydrol. Eng., .
Martin, G. M., et al. (2011). “The HadGEM2 family of met office unified model climate configurations.” Geosci. Model Dev., 4(3), 723–757.
May, W. (2008). “Potential future changes in the characteristics of daily precipitation in Europe simulated by the HIRHAM regional climate model.” Clim. Dyn., 30(6), 581–603.
Meral, G., et al. (2014). “The comparison of menarcheal age with familial pattern and body mass index.” Sci. J. Public Health, 2(6), 584–588.
Meral, G., Uslu, A., Yozgatli, A. U., and Akçay, F. (2015). “Association of body mass index and lipid profiles in children.” Open. J. Pediatr., 5(2), 141–146.
Mirhosseini, G., Srivastava, P., and Fang, X. (2014). “Developing rainfall intensity-duration-frequency curves for Alabama under future climate scenarios using artificial neural networks.” J. Hydrol. Eng., .
Mirhosseini, G., Srivastava, P., and Sharifi, A. (2015). “Developing probability-based IDF curves using kernel density estimator.” J. Hydrol. Eng., .
Mladjic, B., et al. (2011). “Canadian RCM projected changes to extreme precipitation characteristics over Canada.” J. Clim., 24(10), 2565–2584.
Najafi, M. R., Moradkhani, H., and Piechota, T. C. (2012). “Ensemble streamflow prediction: Climate signal weighting vs. climate forecast system reanalysis.” J. Hydrol., 442–443, 105–116.
Nakićenović, N., et al. (2000). IPCC special report on emissions scenarios, Cambridge University Press, Cambridge, U.K.
Nash, J. E., and Sutcliffe, J. V. (1970). “River flow forecasting through conceptual models. Part I—A discussion of principles.” J. Hydrol., 10(3), 282–290.
Nazemosadat, M. J., Ravan, V., Kahya, E., and Ghaedamini, H. (2016). “Projection of temperature and precipitation in southern Iran using ECHAM5 simulations.” Iran. J. Sci. Technol. Trans. Sci., 40(1), 39–49.
Notaro, V., Liuzzo, L., Freni, G., and La Loggia, G. (2015). “Uncertainty analysis in the evaluation of extreme rainfall trends and its implications on urban drainage system design.” Water, 7(12), 6931–6945.
Pal, J. S., et al. (2007). “Regional climate modeling for the developing world: The ICTP RegCM3 and RegCNET.” Bull. Am. Meteorol. Soc., 88(9), 1395–1409.
Piani, C., et al. (2010). “Statistical bias correction of global simulated daily precipitation and temperature for the application of hydrological models.” J. Hydrol., 395(3–4), 199–215.
Pinto, I., et al. (2016). “Evaluation and projections of extreme precipitation over southern Africa from two CORDEX models.” Clim. Change, 135(3), 655–668.
Riahi, K., et al. (2011). “RCP8.5—A scenario of comparatively high greenhouse gas emissions.” Clim. Change, 109(1–2), 33–57.
Roeckner, E., et al. (2003). “The atmospheric general circulation model ECHAM5. Part I: Model description.” Max Planck Institute for Meteorology, Hamburg, Germany.
Rudra, R. P., et al. (2015). “Changes in rainfall extremes in Ontario.” Int. J. Environ. Res., 9(4), 1117–1126.
Semmler, T., and Jacob, D. (2004). “Modeling extreme precipitation events—A climate change simulation for Europe.” Global Planet. Change, 44(1–4), 119–127.
Seneviratne, S. I., et al. (2012). “Changes in climate extremes and their impacts on the natural physical environment.” Managing the risks of extreme events and disasters to advance climate change adaptation, Cambridge University Press, Cambridge, U.K., 109–230.
Seyyedi, H., Anagnostou, E. N., Beighley, E., and McCollum, J. (2015). “Hydrologic evaluation of satellite and reanalysis precipitation datasets over a mid-latitude basin.” Atmos. Res., 164(1), 37–48.
Shrestha, R. R., Dibike, Y. B., and Prowse, T. D. (2012). “Modelling of climate-induced hydrologic changes in Lake Winnipeg Watershed.” J. Great Lakes Res., 38(3), 83–94.
Shrestha, S., Shrestha, M., and Babel, M. S. (2016). “Modelling the potential impacts of climate change on hydrology and water resources in the Indrawati River Basin, Nepal.” Environ Earth Sci., 75(4), 1–13.
Singh, J., Knapp, H. V., and Demissie, M. (2005). “Hydrologic modeling of the Iroquois River Watershed using HSPF and SWAT.” J. Am. Water Resour. Assoc., 41(2), 343–360.
Solaiman, T. A. (2011). “Uncertainty estimation of extreme precipitations under climate change: A non-parametric approach.” Ph.D. dissertation, Univ. of Western Ontario, ON, Canada.
Stephens, M. A. (1974). “EDF statistics for goodness of fit and some comparisons.” J. Am. Stat. Assoc., 69(347), 730–737.
Teutschbein, C., and Seibert, J. (2012). “Bias correction of regional climate model simulations for hydrological climate-change impact studies: Review and evaluation of different methods.” J. Hydrol., 456–457, 12–29.
Willems, P., et al. (2012). Impacts of climate change on rainfall extremes and urban drainage systems, IWA, London.
Zhu, J. (2013). “Impact of climate change on extreme rainfall across the United States.” J. Hydrol. Eng., 1301–1309.

Information & Authors

Information

Published In

Go to Journal of Hydrologic Engineering
Journal of Hydrologic Engineering
Volume 22Issue 3March 2017

History

Received: Apr 25, 2016
Accepted: Aug 30, 2016
Published online: Oct 20, 2016
Published in print: Mar 1, 2017
Discussion open until: Mar 20, 2017

Permissions

Request permissions for this article.

Authors

Affiliations

Ali Danandeh Mehr, Ph.D., S.M.ASCE. https://orcid.org/0000-0003-2769-106X [email protected]
Dept. of Civil Engineering, Hydraulics Division, Istanbul Technical Univ., Maslak 34469, Turkey (corresponding author). ORCID: https://orcid.org/0000-0003-2769-106X. E-mail: [email protected]
Ercan Kahya [email protected]
Professor, Dept. of Civil Engineering, Hydraulics Division, Istanbul Technical Univ., Maslak 34469, Turkey. E-mail: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share