Effect of ENSO on Queensland seasonal landfalling tropical cyclone activity
Flay, Shaun, and Nott, Jonathan (2007) Effect of ENSO on Queensland seasonal landfalling tropical cyclone activity. International Journal of Climatology, 27 (10). pp. 1327-1334.
A statistical model for predicting seasonal tropical cyclone landfalls in Queensland, Australia using an index of the El Niño-Southern Oscillation (ENSO) is presented. The approach uses a generalised linear model (GLM) to relate seasonal counts to the Southern Oscillation Index (SOI). A Bayesian methodology is employed to estimate parameters of the model. The available tropical cyclone record is first separated into historical (1910/1911-1959/1960) and instrumental (1960/1961-2004/2005) eras. Historical counts, which are considered to be less reliable observational sources, are used to specify informative prior distributions when fitting the GLM to instrumental counts with the Bayesian approach. The inclusion of historical information is found to lead to increased certainty in parameter estimates when compared to a model where historical counts are excluded and a non-informative prior model used. Predictive distributions are given, which allow inferences on seasonal landfall activity, given pre-seasonal values of the SOI. A cross-validation procedure shows that the model incorporating historical information outperforms, in terms of mean-squared prediction error, both the non-informative prior model and a model without the SOI-predictor (climatology). A trend analysis highlights possible decadal variability in the relationship between ENSO and seasonal tropical cyclone activity.
|Item Type:||Article (Refereed Research - C1)|
|Keywords:||landfalling tropical cyclones; Queensland; ENSO; generalised linear model; Bayesian; seasonal prediction|
|Date Deposited:||07 May 2009 00:52|
|FoR Codes:||04 EARTH SCIENCES > 0499 Other Earth Sciences > 049999 Earth Sciences not elsewhere classified @ 50%
04 EARTH SCIENCES > 0406 Physical Geography and Environmental Geoscience > 040601 Geomorphology and Regolith and Landscape Evolution @ 50%
|SEO Codes:||96 ENVIRONMENT > 9603 Climate and Climate Change > 960399 Climate and Climate Change not elsewhere classified @ 100%|
|Citation Count from Web of Science||
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