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Streamflow Reconstruction in the Upper Missouri River Basin Using a Novel Bayesian Network Model
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2019
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Source: Water Resources Research, 55(9), 7694-7716
[PDF-2.08 MB]
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Journal Title:Water Resources Research
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Description:A Bayesian model that uses the spatial dependence induced by the river network topology, and the leading principal components of regional tree ring chronologies for paleo ‐stream flow reconstruction is presented. In any river basin, a convergent, dendritic network of tributaries come together to form the main stem of a river. Consequently, it is natural to think of a spatial Markov process that recognizes this topological structure to develop a spatially consistent basin ‐scale stream flow reconstruction model that uses the information in stream flow and tree ring chronology data to inform the reconstructed flows, while maintaining the space ‐time correlation structure of flows that is critical for water resource assessments and
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Source:Water Resources Research, 55(9), 7694-7716
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DOI:
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ISSN:0043-1397;1944-7973;
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Rights Information:Other
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Compliance:Library
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