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IMPROVER: The New Probabilistic Postprocessing System at the Met Office

Authors :
Nigel Roberts
Benjamin Ayliffe
Gavin Evans
Stephen Moseley
Fiona Rust
Caroline Sandford
Tomasz Trzeciak
Paul Abernethy
Laurence Beard
Neil Crosswaite
Ben Fitzpatrick
Jonathan Flowerdew
Tom Gale
Leigh Holly
Aaron Hopkinson
Katharine Hurst
Simon Jackson
Caroline Jones
Ken Mylne
Christopher Sampson
Michael Sharpe
Bruce Wright
Simon Backhouse
Mark Baker
Daniel Brierley
Anna Booton
Clare Bysouth
Robert Coulson
Sean Coultas
Ric Crocker
Roger Harbord
Kathryn Howard
Teresa Hughes
Marion Mittermaier
Jon Petch
Tim Pillinger
Victoria Smart
Eleanor Smith
Mark Worsfold
Source :
Bulletin of the American Meteorological Society. 104:E680-E697
Publication Year :
2023
Publisher :
American Meteorological Society, 2023.

Abstract

The Met Office in the United Kingdom has developed a completely new probabilistic postprocessing system called IMPROVER to operate on outputs from its operational numerical weather prediction (NWP) forecasts and precipitation nowcasts. The aim is to improve weather forecast information to the public and other stakeholders while better exploiting the current and future generations of underpinning kilometer-scale NWP ensembles. We wish to provide seamless forecasts from nowcasting to medium range, provide consistency between gridded and site-specific forecasts, and be able to verify every stage of the processing. The software is written in a modern modular framework that is easy to maintain, develop, and share. IMPROVER allows forecast information to be provided with greater spatial and temporal detail and a faster update frequency than previous postprocessing. Independent probabilistic processing chains are constructed for each meteorological variable consisting of a series of processing stages that operate on predefined grids and blend outputs from several NWP inputs to give a frequently updated, probabilistic forecast solution. Probabilistic information is produced as standard, with the option of extracting a most likely or yes–no outcome if required. Verification can be performed at all stages, although it is only currently switched on for the most significant stages when run in real time. IMPROVER has been producing real-time output since March 2021 and became operational in spring 2022.

Subjects

Subjects :
Atmospheric Science

Details

ISSN :
15200477 and 00030007
Volume :
104
Database :
OpenAIRE
Journal :
Bulletin of the American Meteorological Society
Accession number :
edsair.doi...........f5bde7b7d694be3928098d7ea017fff8