Developing a Watershed Characteristics Database to Improve Low Streamflow Prediction
Publication: Journal of Hydrologic Engineering
Volume 9, Issue 2
Abstract
Information regarding topographic, meteorologic, geologic, and geomorphic characteristics is increasingly available in spatially explicit digital formats. Of interest is whether enhanced spatial processing of newly available digital grids can lead to new estimators of watershed characteristics which may in turn, improve our ability to predict extreme hydrologic events. Regional hydrologic models of low-flow processes often produce estimators with unacceptably large errors. Using a continuous digital elevation model (DEM) of the conterminous United States, watershed boundaries were developed for the streamflow gauges of the USGS’s Hydro-Climatic Data Network. Using these watershed boundaries, many watershed characteristics were developed from digital grids, including: the original DEM, the USDA’s State Soil Geographic grids, and the Spatial Climate Analysis Service’s orographically weighted precipitation and temperature grids of varying spatial and temporal resolution. Digital processing of grids leads to improvements in estimation and reproducibility of spatial statistics over traditional manual processing approaches. Low-flow regional regression models were developed for regions across the conterminous United States. Inclusion of the new watershed characteristics led to improvements in regional regression models for all regions. The inclusion of hydrogeologic indices, in particular a new smoothed baseflow recession constant estimator, led to dramatic improvements in low-flow prediction.
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References
Aitchison, J.(1955). “On the distribution of a positive random variable having a discrete probability mass at the origin.” J. Am. Stat. Assoc., 50, 901–908.
Barnes, C. R. (1986). “Methods of estimating low-flow statistics for ungaged streams in the lower Hudson River Basin, NY.” U.S. Geological Survey Water Resources Investigations Rep. 85–4070, U.S. Geological Survey, Reston, Va.
Bingham, R. H. (1986). “Regionalization of low-flow characteristics of Tennessee streams.” U.S. Geological Survey Water Resources Investigations, Rep. 85–4191, U.S. Geological Survey, Reston, Va.
Burroughs, P. A. (1986). Principles of geographical information systems for land resources assessment, Oxford University Press, New York.
Condie, R., and Nix, G. A. (1975). “Modeling of low-flow frequency distributions and parameter estimation.” Proc., Int. Water Resource Symposium, Water for Arid Lands, Teheran, Iran.
Devore, J. L. (1994). Probability and statistics for engineering and the sciences, 4th Ed., Duxbury Press, Belmont, Mass.
Dingman, S. L., and Lawlor, S. C.(1995). “Estimating low-flow quantiles from drainage-basin characteristics in New Hampshire and Vermont.” Water Resour. Bull., 31(2), 243–256.
Douglas, E. M., Vogel, R. M., and Kroll, C. N.(2000). “Trends in flood and low flows in the United States: Impact of spatial correlation.” J. Hydrol., 240(1–2), 90–105.
Durrans, S. R.(1996). “Low-flow analysis with a conditional Weibull tail model.” Water Resour. Res., 32(6), 1749–1760.
Durrans, S. R., Ouarda, T. B. M. J., Rasmussen, P. F., and Bobée, B.(1999). “Treatment of zeroes in tail modeling of low flows.” J. Hydrologic Eng., 4(1), 19–27.
Eng, K., and Brutsaert, W.(1999). “Generality of drought flow characteristics within the Arkansas River Basin.” J. Geophys. Res., [Atmos.], 104(19), 435–441.
Environmental Systems Research Institute (ESRI). (1998). ArcView spatial analyst online user guide, Redlands, Calif.
Goovaerts, P. (1997). Geostatistics for natural resources evaluation, Oxford Univ. Press, New York.
Haan, C. T. (1977). Statistical methods in hydrology, Iowa State Univ. Press, Ames, Iowa.
Hardison, C. H. (1971). “Prediction error of regression estimates of streamflow characteristics at ungaged sites.” U.S. Geological Survey Professional Paper, 750–C, C228–C236, U.S. Geological Survey, Reston, Va.
Helsel, D. R., and Hirsch, R. M. (1992). Statistical methods in water resources, Elsevier, New York.
Holmes, K. W., Chadwick, O. A., and Kyriakidis, P. C.(2000). “Error in a USGS 30-meter digital elevation model and its impact on terrain modeling.” J. Hydrol., 233, 154–173.
Institute of Hydrology. (1980). “Low-flow studies.” Rep. No 1, Wallingford, Oxon, U.K.
Jennings, M. E., and Benson, M. A.(1969). “Frequency curves for annual flood series with some zero events or incomplete data.” Water Resour. Res., 5(1), 276–280.
Jennings, M. E., Thomas, W. O., Jr., and Riggs, H. C. (1994). “Nation-wide summary of U.S. Geological Survey regional regression equations for estimating magnitude and frequency of floods for ungaged sites, 1993.” U.S. Geological Survey Water-Resources Investigations Rep., 94–4002, Reston, Va. Va.
Johnston, J. (1972). Econometric methods, 2nd Ed., McGraw-Hill, New York.
Jolliffe, I. T. (1986). Principal component analysis, Springer, New York.
Kroll, C. N. (1989). The estimation and usage of baseflow recession constants, Master’s thesis, Tufts Univ., Medford, Mass.
Kroll, C. N., and Stedinger, J. R.(1998). “Generalized least squares regression procedures revisited.” Water Resour. Res., 34(1), 121–128.
Kroll, C. N., and Stedinger, J. R.(1999). “Development of regional regression relationships with censored data.” Water Resour. Res., 35(3), 775–784.
Kroll, C. N., and Vogel, R. M.(2002). “The probability distribution of low streamflow series in the United States.” J. Hydrologic Eng., 7(2), 137–146.
Önöz, B., and Bayazit, M.(1999). “GEV-PWM model for distribution of minimum flows.” J. Hydrologic Eng., 4(3), 289–292.
Parker, G. W. (1977). “Methods for determining selected flow characteristics for streams in Maine.” U.S. Geological Survey Open-File, Rep. 78–871, U.S. Geological Survey, Reston, Va.
Pearson, C. P.(1995). “Regional frequency analysis of low flows in New Zealand rivers.” J. Hydrol., 30(2), 53–64.
Quinn, P. E., Beven, K. J., Chevallier, P., and Planchon, O.(1991). “The prediction of hillslope flow paths for distributed hydrologic modeling using digital terrain models.” Hydrolog. Process., 5, 59–79.
Rawlings, J. O., Pantula, S. G., and Dickey, D. A. (1998). Applied regression analysis: A research tool, 2nd Ed., Springer, New York.
Riggs, H. C.(1965). “Estimating probability distributions of drought flows.” Water Sewage Works, 112(5), 153–157.
Riggs, H. C. (1968). “Frequency curves.” U.S. Geological Survey techniques of water resource investigations, Book 4, Chap. A2, U.S. Geological Survey, Reston, Va.
Riggs, H. C. (1972). “Low-flow investigations.” U.S. Geological Survey techniques of water resource investigations, Book 4, Chap. B1, U.S. Geological Survey, Reston, Va.
Riggs, H. C.(1980). “Characteristics of low flows.” J. Hydraul. Eng., 106(5), 717–731.
Rumenick, R. P., and Grubbs, J. W. (1996). “Methods for estimating low-flow characteristics for ungaged streams in selected areas, Northern Florida.” U.S. Geological Survey Water Resources Investigation Rep. 96–4124, U.S. Geological Survey, Reston, Va.
Schaefer, M. G.(1990). “Regional analyses of precipitation annual maxima in Washington State.” Water Resour. Res., 26(1), 119–131.
Slack, J. R., Lumb, A. M., and Landwehr, J. M. (1993). “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 Water Resources Investigation Rep., 93–4076, U.S. Geological Survey, Reston, Va.
Smakhtin, V. U.(2001). “Low-flow hydrology: A review.” J. Hydrol., 240(3–4), 147–186.
Stedinger, J. R., and Tasker, G. D.(1985). “Regional hydrologic analysis 1. Ordinary, weighted, and generalized least squares compared.” Water Resour. Res., 21(9), 1421–1432.
Stedinger, J. R., and Thomas, W. O., Jr. (1985). “Low-flow frequency estimation using base-flow measurements.” U.S. Geological Survey Open-File Rep., 85–95, U.S. Geological Survey, Reston, Va.
Stedinger, J. R., Vogel, R. M., and Foufoula-Georgiou, E. (1993). “Frequency analysis of extreme events.” Handbook of hydrology, D. R. Maidment, ed., Chap. 18, McGraw-Hill, New York.
Tarboton, D. G.(1997). “A new method for the determination of flow direction and upslope areas in grid digital elevation models.” Water Resour. Res., 33, 309–319.
Tasker, G. D.(1987). “A comparison of methods for estimating low-flow characteristics of streams.” Water Resour. Bull., 23(6), 1077–1083.
Thomas, D. M., and Benson, M. A. (1970). “Generalization of streamflow characteristics from drainage-basin characteristics.” U.S. Geological Survey Water-Supply Paper 1975, U.S. Geological Survey, Reston, Va.
Thomas, M. P., and Cervione, M. A. (1970). “A proposed steamflow data program for Connecticut.” Connecticut Water Resources Bulletin, No. 23, U.S. Geological Survey, Reston, Va.
USGS. (1995). National mapping program technical instructions Part 2 specifications, Dept. of the Interior, Washington, D.C.
USGS. (2001). “State soil geographic (STATSGO) data base for the conterminous United States.” 〈http://water.usgs.gov/GIS/metadata/usgswrd/ussoils.html〉 (July 6, 2001).
Vogel, R. M., and Kroll, C. N.(1989). “Low-flow frequency analysis using probability-plot correlation coefficients.” J. Water Resour. Plan. Manage., 115(3), 338–357.
Vogel, R. M., and Kroll, C. N.(1990). “Generalized low-flow frequency relationships for ungauged sites in Massachusetts.” Water Resour. Bull., 26(2), 241–253.
Vogel, R. M., and Kroll, C. N.(1992). “Regional geohydrologic-geomorphic relationships for the estimation of low-flow statistics.” Water Resour. Res., 28(9), 2451–2458.
Vogel, R. M., and Kroll, C. N.(1996). “Estimation of baseflow recession constants.” Water Resour. Manage., 10, 303–320.
Vogel, R. M., and Wilson, I.(1996). “Probability distribution of annual maximum, mean, and minimum streamflows in the United States.” J. Hydrologic Eng., 1(2), 69–76.
Vogel, R. M., Wilson, I., and Daly, C.(1999). “Regional regression models of annual streamflow for the United States.” J. Irrig. Drain. Eng., 125(3), 148–157.
Wandle, S. W., Jr., and Randall, A. D. (1993). “Effects of surficial geology, lakes and swamps, and annual water availability on low flows of streams in central New England, and their use in low-flow estimation.” U.S. Geological Survey Water Resources Investigations Rep., 93–4092, U.S. Geological Survey, Reston, Va.
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Published In
Journal of Hydrologic Engineering
Volume 9 • Issue 2 • March 2004
Pages: 116 - 125
Copyright
Copyright © 2004 American Society of Civil Engineers.
History
Received: Dec 27, 2001
Accepted: Jun 6, 2003
Published online: Feb 19, 2004
Published in print: Mar 2004
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