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Seasonal forecasting of Thailand summer monsoon rainfall

✍ Scribed by Nkrintra Singhrattna; Balaji Rajagopalan; Martyn Clark; K. Krishna Kumar


Publisher
John Wiley and Sons
Year
2005
Tongue
English
Weight
339 KB
Volume
25
Category
Article
ISSN
0899-8418

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✦ Synopsis


This paper describes the development of a statistical forecasting method for summer monsoon rainfall over Thailand. Predictors of Thailand summer (August-October) monsoon rainfall are identified from the large-scale ocean-atmospheric circulation variables (i.e. sea-surface temperature and sea-level pressure) in the Indo-Pacific region. The predictors identified are part of the broader El NiΓ±o southern oscillation (ENSO) phenomenon. The predictors exhibit a significant relationship with the summer rainfall only during the post-1980 period, when the Thailand summer rainfall also shows a relationship with ENSO. Two methods for generating ensemble forecasts are adapted. The first is the traditional linear regression, and the second is a local polynomial-based nonparametric method. The associated predictive standard errors are used for generating ensembles. Both the methods exhibit significant comparable skills in a cross-validated mode. However, the nonparametric method shows improved skill during extreme years (i.e. wet and dry years). Furthermore, the models provide useful skill at 1-3 month lead time that can have a strong impact on resources planning and management.


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