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An Alternative Multi-Model Ensemble Forecast for Tropical Cyclone Tracks in the Western North Pacific

Authors :
Woojeong Lee
Sanghee Jun
Youngsin Chun
Nam-Young Kang
Source :
Atmosphere; Volume 8; Issue 9; Pages: 174, Atmosphere, Vol 8, Iss 9, p 174 (2017)
Publication Year :
2017
Publisher :
MDPI AG, 2017.

Abstract

This study introduces an unequally weighted technique for Multi-model Ensemble (MME) forecasting for western North Pacific Tropical Cyclone (TC) tracks. Weights are calculated by partial least square regression, and members are selected by paired t-test. The performances for shorter forecast time ranges, such as 24, 48 and 72 h, are examined in order to improve the MME model, in which the weights for members are equally assigned. For longer forecast time ranges, such as 96 and 120 h, weights for MME members are thought to be less reliable, since the modeling is more likely to be influenced by the climate variability in the data period. A combination of both techniques for the shorter and the longer forecast time ranges is suggested as an alternative MME forecast procedure in operational meteorological agencies.

Details

ISSN :
20734433
Volume :
8
Database :
OpenAIRE
Journal :
Atmosphere
Accession number :
edsair.doi.dedup.....8687291a4352a00cdcb40dc1434e2321
Full Text :
https://doi.org/10.3390/atmos8090174