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Incorporating the North Atlantic Oscillation into the post‐processing of MOGREPS‐G wind speed forecasts
Author(s) -
Allen Sam,
Evans Gavin R.,
Buchanan Piers,
Kwasniok Frank
Publication year - 2021
Publication title -
quarterly journal of the royal meteorological society
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.744
H-Index - 143
eISSN - 1477-870X
pISSN - 0035-9009
DOI - 10.1002/qj.3983
Subject(s) - north atlantic oscillation , wind speed , meteorology , environmental science , oscillation (cell signaling) , measure (data warehouse) , jet stream , climatology , numerical weather prediction , representation (politics) , computer science , jet (fluid) , geology , geography , mechanics , data mining , physics , genetics , politics , law , political science , biology
Changes in the North Atlantic Oscillation (NAO) heavily influence the weather across the UK and the rest of Europe. Due to an incorrect representation of the polar jet stream and its associated physical processes, it is reasonable to believe that errors in numerical weather prediction models may also depend on the prevailing behaviour of the NAO. To address this, information regarding the NAO is incorporated into statistical post‐processing methods through a regime‐dependent mixture model, which is then applied to wind speed forecasts from the Met Office's global ensemble prediction system, MOGREPS‐G. The mixture model offers substantial improvements upon conventional post‐processing methods when the local wind speed depends strongly on the NAO, but the additional complexity of the model can hinder forecast performance otherwise. A measure of regime dependency is thus defined that can be used to differentiate between situations when the numerical model output is, and is not, expected to benefit from regime‐dependent post‐processing. Implementing the regime‐dependent mixture model only when this measure exceeds a certain threshold is found to further improve predictive performance, while also producing more accurate forecasts of extreme wind speeds.