Abstract
Drought is a climatic event that can cause significant damage both in natural environment and in human lives. Drought forecasting is an important issue in water resource planning. Due to the stochastic behaviour of droughts, a multiplicative seasonal autoregressive integrated moving average model was applied to forecast monthly streamflow in a small watershed in Galicia (NW Spain). A better streamflow forecast obtained when the Martone index was included in the model as explanatory variable. After forecasting 12 leading month streamflow, three drought thresholds: streamflow mean, monthly streamflow mean and standardized streamflow index were chosen. Both observed and forecasted streamflow showed no drought evidence in this basin.
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Akaike H (1974) A look at the statistical model identification. IEEE Trans Automatic Control AC 19:716–723
Box GEP, Jenkins GM (1976) Time series analysis forecasting and control. Holden-Day, San Francisco
Brath A, Rosso R (1993) Adaptive calibration of a conceptual model for flash flood forecasting. Water Resour Res 29(8):2561–2572
Calvo de Anta R, Macías F (2001) Map of soils of Galicia (in Spanish). Escala 1:50.000. Xunta de Galicia
Chen H, Guo S, Xu C, Singh V (2007) Historical temporal trends of hydro-climatic variables and runoff response to climate variability and their relevance in water resource management in the Hanjiang basin. J Hydrol 344(3–4):171–184
Chung C, Salas JD (2000) Drought occurrence probabilities and risks of dependent hydrologic processes. J Hydrologic Eng 5(3):259–268
De Castro M, Martín-Vide J, Alonso S (2005) Climate in Spain: present, past and climate scenarios for the XXI century. In: Moreno JM (coord.) Preliminar evaluation of climate change effects in Spain (in Spanish). Ministerio de Medio Ambiente, Madrid, pp 1–64
Fernández C, Vega JA, Gras JM, Fonturbel T (2006) Changes in water yield alter a sequence of perturbations and forest management practices in an Eucalyptus globulus Labill. watershed in Northern Spain. For Ecol Manag 234:275–281
Govindaswamy R (1991) Univariate Box-Jenkins forecasts of water discharge in Missouri river. Water Resour Dev 7(3):168–177
Gras JM (1992) Influence on water balance of Eucalyptus globulus plantations in Galicia. In Spanish Cadernos da Area de Ciencias Biolóxicas. Semin Estud Galegos 4:27–48
Gras JM (1993) Research on water relations of E. globulus plantations in Galicia (in Spanish). PhD Diss., Universidad Politécnica de Madrid
Gras JM, Vega JA, Bará S (1993) Six years of study on fast growing forest plantations catchments in northwest of Spain. Acta Geol Hisp 28(2–3):111–117
Iglesias A, Estrela T, Gallart F (2005) Water resources impact. In: Moreno JM (coord.) Preliminar evaluation of climate change effects in Spain (in Spanish). Ministerio de Medio Ambiente, Madrid, pp 303–353
Keyantash J, Dracup JA (2002) The quantification of drought: an evaluation of drought indices. Bull Am Meteorol Soc 83(8):1167–1180
Kim T, Valdes JB (2003) Nonlinear model for drought forecasting based on a conjunction of wavelet transforms and neural networks. J Hydrol Eng ASCE 8(6):319–328
Levene H (1960) Contributions to probability and statistics. Stanford University Press, Stanford
Ma Z, Fu C (2003) Interanual characteristics of the surface hydrological variables over the arid and semi-arid areas of northern China. Glob Planet Change 37:189–200
Martonne E (1973) Physic geography manual (in Spanish). Juventud, Barcelona, pp 247
McKee TB, Doesken NJ, Kliest (1993) The relationship of drought frequency and duration to time scales. In: Proceedings of the 8th conference on applied climatology 17–22 January, Anaheim, CA. American Meteorological Society, Boston, MA, pp 179–184
Mishra AK, Desai VR (2005) Drought forecasting using stochastic models. Stoch Environ Res Risk Assess 19:326–339
Modarres R (2007) Streamflow drought time series forecasting. Stoch Environ Res Risk Assess 21:223–233
Panu US, Unny ET, Ragade (1978) A feature prediction model in sythetic hydrology based on concepts of pattern recognition. Water Resour Res 14(2):335–344
Pielke RA, Doesken N, Bliss O, Green T, Chaffin C, Salas JD, Woodhouse CA, Lukas JJ, Wolter K (2005) Drought 2002 in Colorado: an unprecedented drought or a routine drought? Pure Appl Geophys 162:1455–1479
Salas JD, Delleur JW, Yevjevich VM, Lane WL (1980) Applied modeling of hydrologic time series. Water Resources Publications, Littleton
SPSS (2004) User’s manual. SPSS, Ireland
Yevjevich V (1967) An objective approach to definitions and investigations of continental hydrologic droughts. Hydrol Papers Colorado State University, Fort Collins
Yürekli K, Kurunç A, Öztürk F (2005) Testing the residuals of an ARIMA model on the Çekerek stream watershed in Turkey. Turkish J Eng Env Sci 29:61–79
Zheng H, Zhang L, Kiu C, Shao Q, Fukushima Y (2006) Changes in stream flow regime in headwater catchments of the Yellow River basin since the 1950s. Hydrol Proc 21(7):886–893
Acknowledgments
This study was funded by the Galician Research, Science and Technology Commission, the National Institute of Agricultural Research of Spain (INIA) and the Galician Research and Development Directorate through the projects 8636, SC-93-096 and PGIDIT05RFO50202PR, respectively. This work was also co-financed by the European Social Fund (Dr. C. Fernández). We are grateful to all those who have helped with data collection, particularly José Ramón González and Antonio Arellano. We sincerely acknowledge the critical reviews of the Editor and the anonymous referees who helped improve an early version of the manuscript.
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Fernández, C., Vega, J.A., Fonturbel, T. et al. Streamflow drought time series forecasting: a case study in a small watershed in North West Spain. Stoch Environ Res Risk Assess 23, 1063–1070 (2009). https://doi.org/10.1007/s00477-008-0277-8
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DOI: https://doi.org/10.1007/s00477-008-0277-8