Case Studies
Oct 5, 2017

Quality Control, Homogeneity Analysis, and Trends of Extreme Precipitation Indices in Northern Cyprus

Publication: Journal of Hydrologic Engineering
Volume 22, Issue 12

Abstract

In this study, the annual and seasonal changes in extreme precipitation indices were investigated in Northern Cyprus by using the non-parametric Mann–Kendal trend test and Sen’s slope estimator. To this end, quality control of data procedure including estimation of missing data, detection of unreasonable values, and outliers were applied to 36 daily precipitation series to identify different errors. In order to test the homogeneity of the daily series, a two-step approach with four homogeneity tests and overall classification were used. The investigation of trends for extreme precipitation indices indicated that the trends were mostly nonsignificant and increasing in scale annually. On seasonal scale, the percentage of stations with increasing trend was almost the same with the percentage of stations with decreasing trend in autumn and spring. Besides, the upward trend was observed at more than 77% of the stations in winter with 11% having significantly increasing trends. Generally, there was no spatial coherence as well as a mixed pattern of trends changing from station to station.

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Acknowledgments

The financial support from the Middle East Technical University—Northern Cyprus Campus Research Fund (BAP FEN-15-D-2) for this research is gratefully acknowledged. The authors also thank the Meteorological Office of Northern Cyprus for providing the required data for this study.

References

Alexander, L. V., et al. (2006). “Global observed changes in daily climate extremes of temperature and precipitation.” J. Geophys. Res. Atmos., 111(5), D05109.
Alexandersson, H. (1986). “A homogeneity test applied to precipitation data.” J. Climatol., 6(6), 661–675.
ASCE. (1996). Hydrology handbook, 2nd Ed., New York.
Bardossy, A., and Pegram, G. (2014). “Infilling missing precipitation records—A comparison of a new copula-based method with other techniques.” J. Hydrol., 519(PA), 1162–1170.
Barnett, V., and Lewis, T. (1994). Outliers in statistical data, 3rd Ed., Wiley, Chichester, U.K.
Bothale, R. V., and Katpatal, Y. B. (2015). “Trends and anomalies in extreme climate indices and influence of El Niño and La Niña over Pranhita catchment in Godavari Basin, India.” J. Hydrol. Eng., 05015023.
Buishand, T. A. (1981). “The analysis of homogeneity of long-term rainfall records in the Netherlands.”, KNMI, De Bilt, Netherlands.
Buishand, T. A. (1982). “Some methods for testing the homogeneity of rainfall records.” J. Hydrol., 58(1), 11–27.
Conrad, V., and Pollak, C. (1950). Methods in climatology, Harvard University Press, Cambridge, MA.
Donat, M. G., et al. (2013). “Updated analyses of temperature and precipitation extreme indices since the beginning of the twentieth century: The HadEX2 dataset.” J. Geophys. Res. Atmos., 118(5), 2098–2118.
Dumedah, G., and Coulibaly, P. (2011). “Evaluation of statistical methods for infilling missing values in high-resolution soil moisture data.” J. Hydrol., 400(1), 95–102.
Durre, I., Menne, M. J., Gleason, B. E., Houston, T. G., and Vose, R. S. (2010). “Comprehensive automated quality assurance of daily surface observations.” J. Appl. Meteorol. Clim., 49(8), 1615–1633.
Easterling, D. R., Evans, J. L., Groisman, P. Y., and Karl, T. R. (2000). “Observed variability and trends in extreme climate events: A brief review.” Bull. Am. Meteorol. Soc., 81(3), 417–425.
Eischeid, J. K., Pasteris, P. A., Diaz, H. F., Plantico, M. S., and Lott, N. J. (2000). “Creating a serially complete, national daily time series of temperature and precipitation for the western United States.” J. Appl. Meteorol., 39(9), 1580–1591.
European Climate Assessment and Dataset. (2017). “Indices of extremes.” ⟨http://eca.knmi.nl/indicesextremes⟩ (Feb. 26, 2017).
Fan, X., Wang, Q., and Wang, M. (2012). “Changes in temperature and precipitation extremes during 1959–2008 in Shanxi, China.” Theor. Appl. Climatol., 109(1–2), 283–303.
Feng, S., Hu, Q., and Qian, W. (2004). “Quality control of daily meteorological data in China, 1951–2000: A new dataset.” Int. J. Climatol., 24(7), 853–870.
Frich, P., et al. (2002). “Observed coherent changes in climatic extremes during the second half of the twentieth century.” Clim. Res., 19(3), 193–212.
González-Rouco, J. F., Jiménez, J. L., Quesada, V., and Valero, F. (2001). “Quality control and homogeneity of precipitation data in the southwest of Europe.” J. Clim., 14(5), 964–978.
Griffiths, G. M., Salinger, M. J., and Leleu, I. (2003). “Trends in extreme daily rainfall across the South Pacific and relationship to the South Pacific Convergence Zone.” Int. J. Climatol., 23(8), 847–869.
Hadjinicolaou, P., Giannakopoulos, C., Zerefos, C., Lange, M. A., Pashiardis, S., and Lelieveld, J. (2011). “Mid-21st century climate and weather extremes in Cyprus as projected by six regional climate models.” Reg. Environ. Change, 11(3), 441–457.
Hidalgo-Muñoz, J. M., Argüeso, D., Gámiz-Fortis, S. R., Esteban-Parra, M. J., and Castro-Díez, Y. (2011). “Trends of extreme precipitation and associated synoptic patterns over the southern Iberian Peninsula.” J. Hydrol., 409(1), 497–511.
Hosking, J. R. M., and Wallis, J. R. (2005). Regional frequency analysis: An approach based on L-moments, Cambridge University Press, New York.
IPCC (Intergovernmental Panel on Climate Change). (2014). Climate change 2014—Impacts, adaptation and vulnerability: Regional aspects, Cambridge University Press, New York.
Isaaks, E. H., and Srivastava, R. M. (1989). Applied geostatistics, Oxford University Press, New York.
Karabörk, M. Ç., Kahya, E., and Kömüşçü, A. Ü. (2007). “Analysis of Turkish precipitation data: Homogeneity and the Southern Oscillation forcings on frequency distributions.” Hydrol. Process., 21(23), 3203–3210.
Kendall, M. G. (1975). Rank correlation methods, Griffin, London.
Klein Tank, A. M. G., and Können, G. P. (2003). “Trends in indices of daily temperature and precipitation extremes in Europe, 1946–99.” J Clim., 16(22), 3665–3680.
Klok, E. J., and Klein Tank, A. M. G. (2009). “Updated and extended European dataset of daily climate observations.” Int. J. Climatol., 29(8), 1182–1191.
Kostopoulou, E., and Jones, P. D. (2005). “Assessment of climate extremes in the Eastern Mediterranean.” Meteorol. Atmos. Phys., 89(1–4), 69–85.
Kunkel, K. E., et al. (2005). “Quality control of pre-1948 cooperative observer network data.” J. Atmos. Oceanic Technol., 22(11), 1691–1705.
Mann, H. B. (1945). “Nonparametric tests against trend.” Econometrica, 13(3), 245–259.
Mishra, B., and Herath, S. (2014). “Assessment of future floods in the Bagmati River Basin of Nepal using bias-corrected daily GCM precipitation data.” J. Hydrol. Eng., 05014027.
Panda, D. K., Panigrahi, P., Mohanty, S., Mohanty, R. K., and Sethi, R. R. (2016). “The 20th century transitions in basic and extreme monsoon rainfall indices in India: Comparison of the ETCCDI indices.” Atmos. Res., 181, 220–235.
Paulhus, J. L., and Kohler, M. A. (1952). “Interpolation of missing precipitation records.” Mon. Weather. Rev., 80(8), 129–133.
Peterson, T. C., et al. (1998). “Homogeneity adjustments of in situ atmospheric climate data: A review.” Int. J. Climatol., 18(13), 1493–1517.
Pettitt, A. N. (1979). “A non-parametric approach to the change-point problem.” J. R. Stat. Soc., Ser. C, 28(2), 126–135.
Reek, T., Doty, S. R., and Owen, T. W. (1992). “A deterministic approach to the validation of historical daily temperature and precipitation data from the cooperative network.” B. Am. Meteorol. Soc., 73(6), 753–762.
Ribeiro, S., Caineta, J., and Costa, A. C. (2016). “Review and discussion of homogenisation methods for climate data.” Phys. Chem. Earth, 94, 167–179.
Salas, J. D., Delleur, J. W., Yevjevich, V. M., and Lane, W. L. (1980). Applied modeling of hydrologic time series, Water Resources Publications, Littleton, CO.
Sen, P. K. (1968). “Estimates of the regression coefficient based on Kendall’s tau.” J. Am. Stat. Assoc., 63(324), 1379–1389.
Seyhun, R., and Akintug, B. (2013). “Trend analysis of rainfall in North Cyprus.” Causes, impacts and solutions to global warming, I. Dincer, C. O. Colpan, and F. Kadioglu, eds., Springer, New York, 169–181.
Shafer, M. A., Fiebrich, C. A., Arndt, D. S., Fredrickson, S. E., and Hughes, T. W. (2000). “Quality assurance procedures in the Oklahoma Mesonetwork.” J. Atmos. Ocean. Technol., 17(4), 474–494.
Suhaila, J., Sayang, M. D., and Jemain, A. A. (2008). “Revised spatial weighting methods for estimation of missing rainfall data.” Asia-Pac. J. Atmos. Sci., 44(2), 93–104.
Tang, W. Y., Kassim, A. H. M., and Abubakar, S. H. (1996). “Comparative studies of various missing data treatment methods—Malaysian experience.” Atmos. Res., 42(1), 247–262.
Tayanç, M., Dalfes, H. N., Karaca, M., and Yenigun, O. (1998). “A comparative assessment of different methods for detecting inhomogeneities in a Turkish temperature data set.” Int. J. Climatol., 18(5), 561–578.
Teegavarapu, R. S. V. (2012). Floods in a changing climate: Extreme precipitation, Cambridge University Press, New York.
Teegavarapu, R. S. V., and Chandramouli, V. (2005). “Improved weighting methods, deterministic and stochastic data-driven models for estimation of missing precipitation records.” J. Hydrol., 312(1), 191–206.
Ulke, A., Tayfur, G., and Ozkul, S. (2009). “Predicting suspended sediment loads and missing data for Gediz River, Turkey.” J. Hydrol. Eng., 954–965.
Vicente-Serrano, S. M., Beguería, S., López-Moreno, J. I., García-Vera, M. A., and Stepanek, P. (2010). “A complete daily precipitation database for northeast Spain: Reconstruction, quality control, and homogeneity.” Int. J. Climatol., 30(8), 1146–1163.
Von Neumann, J. (1941). “Distribution of the ratio of the mean square successive difference to the variance.” Ann. Math. Stat., 12(4), 367–395.
von Storch, H., and Navarra, A. (1995). Analysis of climate variability—Applications of statistical techniques, Springer, New York.
Wallis, J. R., Lettenmaier, D. L., and Wood, E. F. (1991). “Daily hydroclimatological data set for the continental United States.” Water Resour. Res., 27(7), 1657–1663.
Wijngaard, J. B., Klein Tank, A. M. G., and Können, G. P. (2003). “Homogeneity of 20th century European daily temperature and precipitation series.” Int. J. Climatol., 23(6), 679–692.
World Meteorological Organization World Weather/Climate Extremes Archive. (2017). “World weather and climate extremes archive.” ⟨https://wmo.asu.edu/⟩ (Feb. 26, 2017).
Zhang, X., et al. (2005). “Trends in Middle East climate extreme indices from 1950 to 2003.” J. Geophys. Res. Atmos., 110(22), 1–12.
Zhu, J. (2012). “Impact of climate change on extreme rainfall across the United States.” J. Hydrol. Eng., 1301–1309.

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Go to Journal of Hydrologic Engineering
Journal of Hydrologic Engineering
Volume 22Issue 12December 2017

History

Received: Feb 26, 2017
Accepted: Jun 6, 2017
Published online: Oct 5, 2017
Published in print: Dec 1, 2017
Discussion open until: Mar 5, 2018

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Authors

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H. Zaifoğlu [email protected]
Ph.D. Candidate, Dept. of Civil Engineering, Middle East Technical Univ., Çankaya, Ankara 06800, Turkey. E-mail: [email protected]
B. Akıntuğ [email protected]
Assistant Professor, Civil Engineering Program, Middle East Technical Univ. Northern Cyprus Campus, Kalkanlı, Güzelyurt, Mersin 10 99750, Turkey (corresponding author). E-mail: [email protected]
A. M. Yanmaz [email protected]
Professor, Dept. of Civil Engineering, Middle East Technical Univ., Çankaya, Ankara 06800, Turkey. E-mail: [email protected]

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