67 research outputs found

    Generalised additive point process models for natural hazard occurrence

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    ArticleThis is the author accepted manuscript. The final version is available from Wiley via the DOI in this record.Point processes are a natural class of model for representing occurrences of various types of natural hazard event. Flexibly implementing such models is often hindered by intractable likelihood forms. Consequently, rates of point processes tend to be reduced to parametric forms, or the processes are discretised to give data of readily modelled `count-per-unit' type. This work proposes generalised additive model forms for point process rates. The resulting low-rank spatio-temporal representations of rates, coupled with the Laplace approximation, makes the restricted likelihood relatively tractable, and hence inference for such models possible. The models can also be interpreted from a regression perspective. The proposed models are used to estimate di erent types of Cox process and then spatio-temporal variation in European windstorms. Through a combination of thin plate and cubic regression splines, and their tensor product, established relationships between where windstorms occur and the state of the North Atlantic Oscillation are con rmed, and then expanded to bring detailed understanding of within-year variation, which has otherwise not been possible with count-based models.Willis Research Networ

    Serial clustering of extratropical cyclones

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    The clustering in time (seriality) of extratropical cyclones is responsible for large cumulative insured losses in western Europe, though surprisingly little scientific attention has been given to this important property. This study has investigated and quantified the seriality of extratropical cyclones in the Northern Hemisphere using a point-process approach. A possible mechanism for serial clustering is the time-varying effect of the large-scale flow on individual cyclone tracks. Another mechanism is the generation by one 'parent' cyclone" of one or more 'offspring through secondary cyclogenesis. A long cyclone-track database was constructed for extended October to March winters from 1950 until 2003 using 6-hourly analyses of 850-mb relative vorticity derived from the NCEP/NCAR reanalysis. A dispersion statistic based on the variance-to-mean ratio of monthly cyclone counts was used as a measure of clustering. It reveals extensive regions of statistically significant clustering in the European exit region of the North Atlantic storm track and over the central North Pacific.EThOS - Electronic Theses Online ServiceGBUnited Kingdo
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