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Please use this identifier to cite or link to this item: https://hdl.handle.net/2440/41502
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dc.contributor.authorWhiting, J.-
dc.contributor.authorLambert, M.-
dc.contributor.authorMetcalfe, A.-
dc.contributor.authorKuczera, G.-
dc.date.issued2004-
dc.identifier.citationCritical transitions in water and environmental resources management [electronic resource] : proceedings of the World Water and Environmental Resources Congress : June 27-July 1, 2004, Salt Lake City, UT / sponsored by Environmental and Water Resources Institute (EWRI) of the American Society of Civil Engineers ; Gerald Sehlke, Donald F. Hayes, and David K. Stevens (eds.): pp. 1-10-
dc.identifier.isbn0784407371-
dc.identifier.urihttp://hdl.handle.net/2440/41502-
dc.description.abstractHidden Markov models (HMMs) offer a plausible representation of long-term hydroclimatic persistence in rainfall and streamflow observations. Persistent climate processes influence hydrological observations at various time scales. This paper develops the stochastic framework of two-state HMMs to better represent climate-rainfall interactions at both monthly and annual levels. Two new models, a hierarchical HMM and a non-homogeneous HMM are introduced, and fitted to monthly rainfall and streamflow observations from Australia. The value of these models to identify two-state persistence is compared to that of existing two-state HMMs.-
dc.description.statementofresponsibilityJulian Whiting, Martin Lambert, Andrew Metcalfe, and George Kuczera-
dc.language.isoen-
dc.publisherAmerican Society of Civil Engineers-
dc.source.urihttp://dx.doi.org/10.1061/40737(2004)212-
dc.titleDevelopment of non-homogeneous and hierarchical hidden markov models for modelling monthly rainfall and streamflow time series-
dc.typeConference paper-
dc.contributor.conferenceWorld Water and Environmental Resources Congress (2004 : Salt Lake City, Utah)-
dc.identifier.doi10.1061/40737(2004)212-
pubs.publication-statusPublished-
dc.identifier.orcidLambert, M. [0000-0001-8272-6697]-
dc.identifier.orcidMetcalfe, A. [0000-0002-7680-3577]-
Appears in Collections:Aurora harvest
Civil and Environmental Engineering publications
Environment Institute publications

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