Abstract
High variability in precipitation has affected streamflow across different catchments especially in semi-arid environments with devastating effects on ecosystem services and functioning. Information on the state of interdependency and spatio-temporal precipitation attributes of the catchments is essential for ecosystem services sustainability especially in the semi-arid environments. A statistical hybrid approach using linearity, stochastic behaviour, and elasticity testing was explored from the 1989 to 2016 datasets for Tyume and Buffalo catchments case studies. To this end, consistency, sensitivity, and trend analysis revealed a spatio-temporal variation between the catchments. For instance, there is consistency in flow double-mass curve. Mann–Kendall test reveals significant increase in winter stream flow trend (Buffalo, Z = 0.328, p value = 0.007; and Tyume, Z = 0.354, p value = 0.004), with a corresponding increase in the Buffalo winter rainfall (Z = 0.354, p value = 0.004). Parde coefficient plots and sensitivity analysis reveal streamflow dependence on rainfall, hydrological response, and spatial difference to climatic variability for Buffalo (εp = 0.96) and Tyume (εp = 1.89). In general, hydrological viability of Buffalo catchment over the conservative attribute of Tyume catchment is revealed.
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Data Statement
The dataset used in this study are available in the South Africa weather Service (www.weathersa.co.za/) and Department of Water Affairs repository (www.dwa.gov.za/Hydrology). All data generated during this study are included in this work.
References
Ahmad, N. H., & Deni, S. M. (2013). Homogeneity test on daily rainfall series for Malaysia. Matematika, 29, 141–150.
Alemayehu, A., & Bewket, W. (2017). Local spatiotemporal variability and trends in rainfall and temperature in the central highlands of Ethiopia. Geografiska Annaler: Series A, Physical Geography, 99(2), 85–101.
Amo-Boateng, M., Li, Z., & Guan, Y. (2014). Inter-annual variation of streamflow, precipitation and evaporation in a small humid watershed (Chengcun Basin, China). Chinese Journal of Oceanology and Limnology, 32(2), 455.
Arnell, N. W. (2003). Relative effects of multi-decadal climatic variability and changes in the mean and variability of climate due to global warming: future streamflows in Britain. Journal of Hydrology, 270(3–4), 195–213.
Bormann, H. (2010). Runoff regime changes in German rivers due to climate change. Erdkunde, 64(3), 257–279.
Brown, C., Joubert, A., Tlou, T., Birkhead, A., Marneweck, G., Paxton, B., et al. (2018). The Pongola Floodplain, South Africa—Part 2: Holistic environmental flows assessment. Water SA, 44(4), 746–759.
Burn, D. H., & Elnur, M. A. H. (2002). Detection of hydrologic trends and variability. Journal of Hydrology, 255(1–4), 107–122.
Cai, Y., Jin, C., Wang, A., Guan, D., Wu, J., Yuan, F., et al. (2016). Comprehensive precipitation evaluation of TRMM 3B42 with dense rain gauge networks in a mid-latitude basin, northeast, China. Theoretical and Applied Climatology, 126(3–4), 659–671.
Chien, H., Yeh, P. J. F., & Knouft, J. H. (2013). Modeling the potential impacts of climate change on streamflow in agricultural watersheds of the Midwestern United States. Journal of Hydrology, 491, 73–88.
Chiew, F. H. S. (2006). Estimation of rainfall elasticity of streamflow in Australia. Hydrological Sciences Journal, 51(4), 613–625. https://doi.org/10.1623/hysj.51.4.613.
Dinpashoh, Y., Jhajharia, D., Fakheri-Fard, A., Singh, V. P., & Kahya, E. (2011). Trends in reference crop evapotranspiration over Iran. Journal of Hydrology, 399(3), 422–433.
Djuric, P. M., & Míguez, J. (2010). Assessment of nonlinear dynamic models by Kolmogorov-Smirnov statistics. IEEE Transactions on Signal Processing, 58(10), 5069–5079.
DWAF (Department of Water Affair and Forestry). (2010). Eastern Cape Groundwater Plan. Version No 1. The Department of Water Affairs Eastern Cape Office, Port Elizabeth 6000. Version Date: 2010-08-16.
Farajzadeh, J., & Alizabeth, F. (2017). A hybrid linear-nonlinear approach to predict the monthly rainfall over the Urmia Lake watershed using wavelet-SARIMAX-LSSVM conjugated model. Journal of Hydroinformatics, p. jh2017013.
Gao, P., Li, P., Zhao, B., Xu, R., Zhao, G., Sun, W., et al. (2017). Use of double mass curves in hydrologic benefit evaluations. Hydrological Processes, 31(26), 4639–4646.
Gaudry, M. M. C., Gutknecht, D., Parajka, J., Perdigão, R. A., & Blöschl, G. (2017). Seasonality of runoff and precipitation regimes along transects in Peru and Austria. Journal of Hydrology and Hydromechanics, 65(4), 347–358.
Grenfell, S. E., & Ellery, W. N. (2009). Hydrology, sediment transport dynamics and geomorphology of a variable flow river: The Mfolozi River, South Africa. Water SA, 35(3).
Grothmann, T., Petzold, M., Ndaki, P., Kakembo, V., Siebenhüner, B., Kleyer, M., et al. (2017). Vulnerability assessment in African villages under conditions of land use and climate change: Case studies from Mkomazi and Keiskamma. Sustainability, 9(6), 976.
Hall, A. D., & McAleer, M. (1989). A Monte Carlo study of some tests of model adequacy in time series analysis. Journal of Business & Economic Statistics, 7(1), 95–106.
Hughes, D. A., Desai, A. Y., Birkhead, A. L., & Louw, D. (2014). A new approach to rapid, desktop-level, environmental flow assessments for rivers in South Africa. Hydrological Sciences Journal, 59(3–4), 673–687.
Johnson, M.R., Van Vuuren, C.J., Visser, J.N.J., Cole, D.I., Wickens, H.D.V., Christie, A.D.M., Roberts, D.L. & Brandl, G., (2006). Sedimentary rocks of the Karoo Supergroup. The Geology of South Africa, pp. 461–499.
Joshi, N., Gupta, D., Suryavanshi, S., Adamowski, J., & Madramootoo, C. A. (2016). Analysis of trends and dominant periodicities in drought variables in India: a wavelet transform based approach. Atmospheric Research, 182, 200–220.
Kahinda, J. M., Meissner, R., & Engelbrecht, F. A. (2016). Implementing Integrated Catchment Management in the upper Limpopo River basin: A situational assessment. Physics and Chemistry of the Earth, Parts A/B/C, 93, 104–118.
Kalra, A., & Ahmad, S. (2011). Evaluating changes and estimating seasonal precipitation for the Colorado River Basin using a stochastic nonparametric disaggregation technique. Water Resources Research, 47, W05555. https://doi.org/10.1029/2010WR009118.
Kendall, M. G. (1975). Rank correlation methods. London: Charles Griffin.
Kisi, O., & Ay, M. (2014). Comparison of Mann-Kendall and innovative trend method for water quality parameters of the Kizilirmak River, Turkey. Journal of Hydrology, 513, 362–375.
Liu, Q., & Cui, B. (2011). Impacts of climate change/variability on the streamflow in the Yellow River Basin, China. Ecological Modelling, 222, 268–274.
Liu, M., Xu, X., & Sun, A. (2015). Decreasing spatial variability in precipitation extremes in southwestern China and the local/large-scale influencing factors. Journal of Geophysical Research: Atmospheres, 120(13), 6480–6488.
Lobato, I. N., & Velasco, C. (2004). A simple test of normality for time series. Econometric Theory, 20(4), 671–689.
Lumsden, T. G., Schulze, R. E., & Hewitson, B. C. (2009). Evaluation of potential changes in hydrologically relevant statistics of rainfall in southern Africa under conditions of climate change. Water SA., 35(5), 646–656. https://doi.org/10.4314/wsa.v35i5.49190.
Mann, H. B. (1945). Nonparametric tests against trend. Econometrica: Journal of the Econometric Society, 245–259. http://www.jstor.org/stable/1907187.
Milly, P. C., Dunne, K. A., & Vecchia, A. V. (2005). Global pattern of trends in streamflow and water availability in a changing climate. Nature, 438(7066), 347.
Mishra, A. K., & Singh, V. P. (2010). A review of drought concepts. Journal of Hydrology, 391(1–2), 202–216.
Modarres, R. (2007). Streamflow drought time series forecasting. Stochastic Environmental Research and Risk Assessment, 21(3), 223–233.
Molle, F., & Wester, P. (2009). River basin trajectories: An inquiry into changing waterscapes. In River basin trajectories: Societies, environment and development, pp. 1–19.
Mu, Q., Zhao, M., & Running, S. W. (2011). Improvements to a MODIS global terrestrial evapotranspiration algorithm. Remote Sensing of Environment, 115(8), 1781–1800.
Munson, K. M., Vogel, R. M., & Durant, J. L. (2018). Climate sensitivity of phosphorus loadings to an urban stream. Journal of the American Water Resources Association (JAWRA). https://doi.org/10.1111/1752-1688.12621.
Neupauer, R. M., Powell, K. L., Qi, X., Lee, D. H., & Villhauer, D. A. (2006). Characterization of permeability anisotropy using wavelet analysis. Water Resources Research, 42(7).
Odiyo, J. O., Makungo, R., & Nkuna, T. R. (2015). Long-term changes and variability in rainfall and streamflow in Luvuvhu River Catchment, South Africa. South African Journal of Science, 111(7–8), 1–9. https://doi.org/10.17159/SAIS2015/20140169.
Olsson, O., Gassmann, M., Wegerich, K., & Bauer, M. (2010). Identification of the effective water availability from streamflows in the Zerafshan river basin, Central Asia. Journal of Hydrology, 390(3), 190–197. https://doi.org/10.1016/j.jhydrol.2010.06.042.
Owolabi, S. T., Madi, K., Kalumba, A. M., & Alemaw, B. F. (2020). Assessment of recession flow variability and the surficial lithology impact: A case study of Buffalo River catchment, Eastern Cape, South Africa. Environmental Earth Sciences. https://doi.org/10.1007/s12665-020-08925-4
Palmer, A. R. (1983). The decade of North American geology 1983 geologic time scale. Geology, 11(9), 503–504.
Peterson, T. C., Easterling, D. R., Karl, T. R., Groisman, P., Nicholls, N., Plummer, N., et al. (1998). Homogeneity adjustments of in situ atmospheric climate data: a review. International Journal of Climatology, 18(13), 1493–1517.
Pohlert T. (2016). Non-parametric trend tests and change-point detection. CC BY-ND.
Raghavan, S. V., Vu, M. T., & Liong, S. Y. (2017). Ensemble climate projections of mean and extreme rainfall over Vietnam. Global and Planetary Change, 148, 96–104.
Roushangar, K., & Alizabeth, F. (2018). Identifying complexity of annual precipitation variation in Iran during 1960–2010 based on information theory and discrete wavelet transform. Stochastic Environmental Research and Risk Assessment, 32(5), 1205–1223.
Roushangar, K., Alizabeth, F., & Nourani, V. (2018). Improving capability of conceptual modeling of watershed rainfall-runoff using hybrid wavelet-extreme learning machine approach. Journal of Hydroinformatics, 20(1), 69–87.
Sankarasubramanian, A., Vogel, R. M., & Limbrunner, J. F. (2001). Climate elasticity of streamflow in the United States. Water Resources Research, 37(6), 1771–1781.
Sang, Y. F. (2013). A review on the applications of wavelet transform in hydrology time series analysis. Atmospheric Research, 122, 8–15.
Sayemuzzaman, M., & Jha, M. K. (2014). Seasonal and annual precipitation time series trend analysis in North Carolina, United States. Atmospheric Research, 137, 183–194.
Schaake, J. C. (1990). From climate to flow. Climate change and US water resources., 177–206. Hydrologic Services Division, National Weather Service, NOAA Silver Spring, Maryland, USA. ISBN; 0471618381. Record Number: 19911959039. John Wiley and Sons Inc.
Sen, P. K. (1968). Estimates of the regression coefficient based on Kendall’s tau. Journal of the American Statistical Association, 63(324), 1379–1389.
Seoane, R., & López, P. (2007). Assessing the effects of climate change on the hydrological regime of the Limay River basin. GeoJournal, 70(4), 251–256.
Slaughter, A. R., Mantel, S. K., & Hughes, D. A. (2014). Investigating possible climate change and development effects on water quality within an arid catchment in South Africa: A comparison of two models. Intl: Environ Modelling and Software Society (iEMSs).
Tabari, H., Somee, B. S., & Zadeh, M. R. (2011). Testing for long-term trends in climatic variables in Iran. Atmospheric Research, 100(1), 132–140.
Theil, H. (1950). A rank-invariant method of linear and polynominal regression analysis (Parts 1–3). In Ned. Akad. Wetensch. Proc. Ser. A (Vol. 53, pp. 1397–1412).
Toth, E. (2013). Catchment classification based on characterisation of streamflow and precipitation time series. Hydrology and Earth System Sciences, 17(3), 1149–1159.
Viste, E., Diriba, K., & Sorteberg, A. (2013). Recent drought and precipitation tendencies in Ethiopia. Theoretical and Applied Climatology, 112, 535–551. https://doi.org/10.1007/s00704-012-0746-3.
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The authors are grateful to South Africa Weather Service and the Department of Water Affairs for assistance with data preparation and release.
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Owolabi, S.T., Madi, K. & Kalumba, A.M. Comparative evaluation of spatio-temporal attributes of precipitation and streamflow in Buffalo and Tyume Catchments, Eastern Cape, South Africa. Environ Dev Sustain 23, 4236–4251 (2021). https://doi.org/10.1007/s10668-020-00769-z
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DOI: https://doi.org/10.1007/s10668-020-00769-z