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    Statistical downscaling of precipitation for a selection of sites in Ireland employing a generalised linear modelling approach


    Fealy, Rowan and Sweeney, John (2007) Statistical downscaling of precipitation for a selection of sites in Ireland employing a generalised linear modelling approach. International Journal of Climatology, 27 (15). pp. 2083-2094. ISSN 1097-0088

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    Abstract

    Producing plausible outputs from statistically downscaled models of daily precipitation remains a significant challenge when producing climate scenarios for impact assessments. This challenge arises primarily as a consequence of a number of difficulties encountered when working with higher resolution daily precipitation data. Precipitation receipts at a site tend to be largely heterogeneous over space and time as local factors, such as relief, play an important role in determining whether it rains or not. More crucially from the point of view of statistical analysis, daily precipitation data is rarely, if ever, normally distributed, resulting from a high frequency occurrence of low-fall events and a low frequency of high-fall events. Additionally, modelling precipitation requires a two-step procedure. First, precipitation occurrence must be modelled: then a model is fitted to precipitation quantities which describes the rainfall distribution for days on which precipitation occurs. This paper presents a technique that overcomes some of the difficulties encountered and produces plausible precipitation amounts for a selection of 14 sites in Ireland. Difficulties still exist with predicting extreme precipitation events, which tend to be underestimated by the methodology employed.

    Item Type: Article
    Additional Information: Copyright Royal Meteorological Society
    Keywords: Statistical downscaling; Ireland; Synoptic stations; Generalised linear model; Gamma distribution; Logistic regression.
    Academic Unit: Faculty of Social Sciences > Geography
    Faculty of Social Sciences > Research Institutes > Irish Climate Analysis and Research Units, ICARUS
    Item ID: 1876
    Identification Number: https://doi.org/10.1002/joc.1506
    Depositing User: Rowan Fealy
    Date Deposited: 01 Mar 2010 17:51
    Journal or Publication Title: International Journal of Climatology
    Publisher: Royal Meteorological Society
    Refereed: Yes
    URI:

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