Disaggregation Modeling Process for Climatic Time Series
Publication: Journal of Water Resources Planning and Management
Volume 122, Issue 3
Abstract
To assess the potential effects of climatic changes on water resources, it is important to incorporate predictions of future climatic trends into hydrologic planning models. Disaggregation models can be used to produce a time series at one resolution from a parent series at a different scale. In this study, a disaggregation approach is used to generate a time series simulating surface air temperature and precipitation. An annual series is generated using a 70-year record from Sacramento, California, and each year is disaggregated into 24 seasonal values. The output series from this modeling process are compared with the historical record. It is found that the statistical and correlation characteristics of the historical series are well maintained. The synthetic and historical series are applied to a reservoir-sizing model, and optimal reservoir sizes are found to be statistically similar. The results indicate the potential usefulness of this technique for generating synthetic temperature and precipitation to use in hydrologic planning based on future climate scenarios.
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References
1.
Bras, R. L., and Rodriguez-Iturbe, I. (1985). Random functions and hydrology, Addison-Wesley, Redding, Mass.
2.
Brook, M. J., and Finney, B. A.(1987). “Generation of bivariate solar radiation and temperature time series.”Solar Energy, 39(6), 533–540.
3.
Chow, V. T., Maidment, D. R., and Mays, L. W. (1988). Applied hydrology, McGraw-Hill, New York, N.Y.
4.
Climate Change and U.S. Water Resources. (1990). P. E. Waggoner, ed., John Wiley and Sons, New York, N.Y.
5.
Epstein, D., and Ramírez, J.(1994). “Spatial disaggregation for studies of climatic hydrologic sensitivity.”J. Hydr. Engrg., ASCE, 120(12), 1449–1467.
6.
Firor, J. (1990). The changing atmosphere: a global challenge, Yale University Press, New Haven, Conn.
7.
Giorgi, F., and Mearns, L. O.(1990). “Approaches to the simulation of regional climate change: a review.”Rev. of Geophys., 29(2), 191–216.
8.
Gleick, P. H. (1987). “Regional hydrologic consequences of increases in atmospheric CO 2 and other trace gases.”Climatic Change, 10, 137–161.
9.
Grygier, J. C., and Stedinger, J. R. (1991). SPIGOT: A synthetic streamflow generation software package user's manual V2.6, School of Civ. and Envir. Engrg., Cornell University, Ithaca, N.Y.
10.
Harboe, R. C., Mobasheri, F., and Yeh, W. W.(1970). “Optimal policy for reservoir operation.”J. Hydr. Div., ASCE, 96(11), 2297–2308.
11.
Kim, J.-W., Chang, J.-T., Baker, N. L., Wilks, D. S., and Gates, W. L.(1984). “The statistical problem of climate inversion: determination of the relationship between local and large-scale climate.”Monthly Weather Rev., 112, 2069–2077.
12.
Klein, W. H.(1983). “Objective specification of monthly mean surface temperatures from mean 700 mb heights in winter.”Monthly Weather Rev., 111, 674–691.
13.
Klein, W. H., and Bloom, H. J.(1987). “Specification of monthly precipitation from the surrounding 700 mb height field.”Monthly Weather Rev., 115, 2118–2132.
14.
Klein, W. H., and Walsh, J. E.(1983). “A comparison of pointwise screening and empirical orthogonal functions in specifying monthly surface temperature from 700 mb data.”Monthly Weather Rev., 111, 669–673.
15.
Lettenmaier, D. P., and Gan, T. Y.(1990). “Hydrologic sensitivities of the Sacramento-San Joaquin River Basin, California, to global warming.”Water Resour. Res., 26(1), 69–86.
16.
Lettenmaier, D. P., and Sheer, D. P.(1991). “Climatic sensitivity of California water resources.”J. Water Resour. Plng. and Mgmt., ASCE, 117(1), 108–125.
17.
Loucks, D. P., Stedinger, J. R., and Haith, D. A. (1981). Water resources systems planning and analysis, Prentice-Hall, Englewood Cliffs, N.J.
18.
Mejia, J. M., and Rousselle, J.(1976). “Disaggregation models in hydrology revisited.”Water Resour. Res., 12(2), 185–186.
19.
Revelle, R. R., and Waggoner, P. E. (1983). “Effects of a carbon dioxide-induced climatic change on water supplies in the western United States.”Changing Climate, National Academy of Sciences Press, Washington, D.C.
20.
Salas, J. D., Delleur, J. W., Yevjevich, V., and Lane, W. L. (1980). Applied modeling of hydrologic time series, Water Resour. Publ., Littleton, Colo.
21.
Schneider, S. H., Gleick, P. H., and Mearns, L. (1990). “Prospects for climate change.”Climate change and U.S. water resources, P. E. Waggoner, ed., John Wiley and Sons, New York, N.Y.
22.
Stedinger, J. R., and Vogel, R. M.(1984). “Disaggregation procedures for generating serially correlated flow vectors.”Water Resour. Res., 20(1), 47–56.
23.
Thompson, S. L., and Pollard, D.(1995). “A global climate model (GENESIS) with a land-surface transfer scheme (LSX). Part I: Present climate simulation.”J. Climate, 8(4), 732–740.
24.
U.S. Environmental Protection Agency. (1989). “The potential effects of global climate change on the United States: Appendix A—water resources.”Tech. Rep. EPA-230-05-89-051, J. B. Smith and D. A. Tirpak, eds., U.S. Environmental Protection Agency, Washington, D.C.
25.
Valencia, D., and Schaake Jr., J. C.(1973). “Disaggregation processes in stochastic hydrology.”Water Resour. Res., 9(3), 580–585.
26.
Vogel, R. W., and McMartin, D. E.(1991). “Probability plot goodness-of-fit and skewness estimation procedures for the Pearson type 3 distribution.”Water Resour. Res., 27(12), 3149–3158.
27.
Washington, W. H., and Parkinson, C. L. (1986). An introduction to three-dimensional climate modeling, University Science Books, Mill Valley, Calif.
28.
Wigley, T. M. L., Jones, P. D., Briffa, K. R., and Smith, G.(1990). “Obtaining sub-grid scale information from coarse-resolution general circulation model output.”J. Geophys. Res., 95(2), 1943–1953.
29.
Wilks, D. S. (1988). “Estimating the consequences of CO 2-induced climatic change on North American grain agriculture using general circulation model information.”Climatic Change, 13, 19–42.
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Copyright © 1996 American Society of Civil Engineers.
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Published online: May 1, 1996
Published in print: May 1996
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