A120-0003
A new long-range island scale tropical cyclone outlook for southwest Pacific nations and territories
Abstract:
To address these issues, we have developed the Long-Range Tropical Cyclone Outlook for the Southwest Pacific (TCO-SP). Using generalised linear modelling, assuming a Poisson regression, we demonstrate that skilful TC outlooks can be derived for island and regional-scale locations across the SWP, up to four months before the start of the SWP TC season (November-April). Using up to 14 predictors which modulate the spatio-temporal characteristics of SWP TCs, hundreds of possible model covariate combinations are tested. For each location and time period, the best performing models are selected and undergo extensive three-way cross-validation.
Monthly updates are provided between July and January, offering continuous refinement of pre-season and in-season TC counts. For example, the New Caledonia TC outlook model (pre-season July outlook) is significantly correlated with IBTrACS up to r= 0.78, with a skill score of 60%. Between 1970-2019, the model has a seasonal strike rate of 34% (i.e. correctly predicted TC counts for 17 TC seasons out of 50) and a seasonal strike rate (±1 TC) of 84% (42 TC seasons out of 50). Other island/regional-scale models demonstrate similar skill.
TCO-SP, a new island-nation scale TC outlook has important implications for disaster risk reduction and will assist local authorities to prepare for the coming season’s cyclone activity. TCO-SP produces both deterministic and probabilistic outlooks between July and January and will be used to complement existing TC outlooks for the region. Outlooks are available at www.tcoutlook.com.