Joint conditional simulations and the spectral approach for flow modeling
| Autor: | Bryan Bullard, L. Hughson, Allan L. Gutjahr, Sean Hatch |
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| Rok vydání: | 1994 |
| Předmět: |
Mathematical optimization
Environmental Engineering Random field Computer simulation Stochastic modelling Mechanical Engineering Ocean Engineering Conditional probability distribution Inverse problem Covariance Transfer function Flow (mathematics) Modeling and Simulation Environmental Chemistry Applied mathematics Safety Risk Reliability and Quality General Environmental Science Water Science and Technology Mathematics |
| Zdroj: | Stochastic Hydrology and Hydraulics. 8:79-108 |
| ISSN: | 1436-3259 0931-1955 |
| Popis: | The use of data to condition single random fields has a well-established history. However, the joint use of data from several cross-correlated random fields is not as well developed. For example, the use of both transmissivity and head data in a steady state 2-d stochastic flow problem is essentially an inverse problem that is very important for both flow and transport predictions. This problem is addressed here by using a combination of numerical simulation and analytical methods and its application illustrated. The type of information conveyed by the different data categories is explored. The results presented are especially interesting in that head and transmissivity each give different information: Head values would appear to constrain the geometry of the paths while transmissivity data yields information about travel times. The linearized model is expanded to an iterative procedure and the “true” conditional distribution at several locations is compared with the iterative solution. The problem mentioned above is one with a special transfer function specified by the flow equation. In the second part of the paper a Fast Fourier Transform method for generation and conditioning of two or more random fields is introduced. This procedure is simple to implement, fast and very flexible. |
| Databáze: | OpenAIRE |
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