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Detailed Reference Information |
Loll, P. and Moldrup, P. (1998). A new two-step stochastic modeling approach: Application to water transport in a spatially variable unsaturated soil. Water Resources Research 34: doi: 10.1029/98WR01374. issn: 0043-1397. |
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A new two-step stochastic modeling approach based on stochastic parameter inputs to a deterministic model system is presented. Step I combines a Stratified sampling scheme with a deterministic model to establish a deterministic response surface (DRS). Step II combines a Monte Carlo sampling scheme with the DRS to establish the stochastic model response. The new two-step approach is demonstrated on a one-dimensional unsaturated water flow problem at field scale with a dynamic surface flux and two spatially variable and interdependent parameters: The Campbell <1974> soil water retention parameter (b) and the saturated hydraulic conductivity (Ks). The new two-step stochastic modeling approach provides a highly time efficient way to analyze consequences of uncertainties in stochastic parameter input at field scale. The new two-step approach is competitive in analyzing problems with time consuming deterministic model runs where the stochastic problem can be adequately described by up to two spatially variable parameters. ¿ 1998 American Geophysical Union |
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Abstract |
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Keywords
Hydrology, Unsaturated zone, Hydrology, Stochastic processes, Hydrology, Soil moisture |
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Publisher
American Geophysical Union 2000 Florida Avenue N.W. Washington, D.C. 20009-1277 USA 1-202-462-6900 1-202-328-0566 service@agu.org |
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