TECHNICAL PAPERS
Apr 1, 1999

Long-Range Streamflow Forecasting Using El Niño-Southern Oscillation Indicators

Publication: Journal of Hydrologic Engineering
Volume 4, Issue 2

Abstract

Hydrologists and water resource planners in the Pacific Northwest region of the United States are under pressure from competing water users to make long-range forecasts of streamflow. At present, long-range streamflow forecasts are not offered. Yet in the Pacific Northwest, a significant lag relationship exists between (El Niño-SouthernOscillation) and streamflow. Using this lag relationship, this study proposes to extend the prediction of spring-summer runoff in the Pacific Northwest from the current 1- to 3-month lead time to a 3- to 7-month lead time. This study looks at the Columbia River basin, where testing is being conducted on a long-range seasonal streamflow forecasting model that uses, as predictors, persistence in streamflow along with two El Niño-SouthernOscillation indicators: the Southern Oscillation Index and the Wright sea surface temperatures. A probabilistic streamflow forecast is made from an optimal linear combination of persistence, Southern Oscillation Index linear discriminant analysis and Wright sea surface temperature linear discriminant analysis forecasts. This final combination forecast is referred to as a “consensus forecast.” This consensus forecast model is tested on data covering the period 1933–1992 from seven of the Columbia River basin streamflow stations. Data on an additional station, Columbia River at The Dalles, covers a period from 1911 to 1992. It was found that, at some stations, a 3- to 7-month lead time forecast of spring-summer runoff had better skill than climatology.

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References

1.
Allan, R., Lindesay, J., and Parker, D. ( 1996). El Niño Southern Oscillation & climatic variability, International Specialized Book Services, Collingwood, Australia.
2.
Brier, G. W., and Allen, R. A. ( 1951). Compendium of meteorology, American Meteorological Society, Boston, 841–848.
3.
Cayan, D. R., and Peterson, D. H. ( 1989). “The influence of north Pacific atmospheric circulation on streamflow in the west.” Aspects of climate variability in the Pacific and the western America. Geophys. Monograph Ser., Vol. 55, American Geophysical Union, Washington, D.C., 375–397.
4.
Davis, J. C. ( 1986). Statistics and data analysis in geology . Wiley, New York.
5.
Garen, D. C. (1992). “Improved techniques in regression-based streamflow volume forecasting.”J. Water Resour. Plng. and Mgmt., 118(6), 654–670.
6.
Kahya, E., and Dracup, J. A. ( 1993). “U.S. streamflow patterns in relation to the El Niño/Southern Oscillation.” Water Resour. Res., 29(8), 2491–2503.
7.
Kumar, A., and Hoerling, M. P. ( 1997). “Interpretation and implications of the observed inter-El Niño variability.” J. Climatology, 10(1), 83–91.
8.
Lall, U. ( 1995). “Recent advances in nonparametric function estimation.” U.S. Nat. Rep. Int. Union Geodesy Geophys. 1991–1994; Rev. Geophys., Brussels, 33, 1093–1102.
9.
Piechota, T. C., and Dracup, J. A. ( 1996). “Drought and regional hydrologic variation in the United States: Associations with the El Niño/Southern Oscillation.” Water Resour. Res., 32(5), 1359–1373.
10.
Piechota, T. C., Dracup, J. A., and Fovell, R. G. ( 1997). “Western U.S. streamflow and atmospheric circulation patterns during El Niño– Southern Oscillation (ENSO).” J. Hydro., Amsterdam, 201(1–4), 249–271.
11.
Pulwarty, R. S., and Redmond, K. T. ( 1997). “Climate and salmon restoration in the Columbia River basin: The role and usability of seasonal forecast.” Bull. Am. Meteorological Soc., 78(3), 381–397.
12.
Redmond, K. T., and Koch, R. W. ( 1991). “Surface climate and streamflow variability in the western United States and their relationship to large-scale circulation indices.” Water Resour. Res., 27(9), 2381–2399.
13.
Silverman, B. W. ( 1986). Density estimation for statistics and data analysis . Chapman and Hall, New York.
14.
Slack, J. R., and Landwehr, J. M. ( 1992). “Hydro-climatic data network (HCDN): A U.S. Geological Survey streamflow data set for the United States for the study of climate variations, 1874–1988.” U.S. Geological Survey Open-File Rep. No. 92-129, U.S. Geological Survey, Reston, Va.
15.
Troup, A. J. ( 1965). “The Southern Oscillation.” Quarterly J. Royal Meteorological Soc., Bracknell, U.K., 91, 490–506.
16.
U.S. Department of Agriculture (USDA). ( 1998). Water supply outlook for the western United States . Natural Resources Conservation Service, U.S. Department of Agriculture, Washington, D.C.
17.
Wright, P. B. ( 1989). “Homogenized long-period southern oscillation indices.” Int. J. Climatology, 9, 33–54.

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Published In

Go to Journal of Hydrologic Engineering
Journal of Hydrologic Engineering
Volume 4Issue 2April 1999
Pages: 144 - 151

History

Received: Oct 24, 1997
Published online: Apr 1, 1999
Published in print: Apr 1999

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Authors

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Member, ASCE,
Fellow, ASCE
Postdoctoral Fellow, Civ. and Envir. Engrg. Dept., Univ. of California, Los Angeles, 5732 Boelter Hall, P.O. Box 951593, Los Angeles, CA 90095-1593. E-mail: [email protected]
Prof., Civ. and Envir. Engrg. Dept., Univ. of California, Los Angeles, 5732 Boelter Hall, P.O. Box 951593, Los Angeles, CA. E-mail: jdracup@ ucla.edu

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