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© Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li
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© Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

Mar 27, 2015

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Page 1: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

UM 4D-Var Regional Reanalysis ProgressRichard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey,

Dale Barker, DingMin Li

Page 2: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Contents

Progress with technical work

First attempt at reanalysis

Developments for 2012/13

Page 3: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Set up and demonstrate an advanced regional reanalysis system

Based on operational North Atlantic/Europe LAM

Planning to analyse 2010 & 2011

WP2.1 Building capacity for advanced regional data assimilation

Page 4: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

12km grid

480 x 384

MetO Regional Reanalysis: Horizontal Domain

Page 5: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Technical work

Build a reanalysis system

• to run at ECMWF

• taking observations,

start file,

boundary conditions

from ECMWF archives

• storing analyses in ECMWF archives

• and producing data to validate the reanalysis.

Page 6: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Running atECMWF

ECMWF

“interface”

Met Office

Page 7: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Technical Highlights

• Set up Met Office systems on ECMWF IBM• Use observations from mars (ECMWF BUFR format)• Preprocess satellite radiances

• reconstruct level 1b files from BUFR data• convert level 1b counts to level 1c radiances (AAPP)• map between instrument grids (e.g. AMSU+MHS to IASI)

• Convert and map ERA-Interim GRIB files to UM file format, for start files and boundary conditions

• Use ‘CYLC’ to develop and run a reanalysis suite

Page 8: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

CYLC: Scheduling System

CYLC, written by Hilary Oliver (NIWA)

http://hjoliver.github.com/cylc/

+ROSE – adds interfaces and configuration management

Page 9: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Why CYLC ?

• Will replace ageing Met Office system• Can build, run, monitor suites of any complexity• Portable – Open source• Flexible• Intelligent job scheduling

- define dependencies for each task

- tasks will run early if possible

Page 10: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

sample CYLC suite

Page 11: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Dale’s challenge

Regional reanalysis

- why bother ??!

Page 12: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Evidence from operational NWP

25km Global

vs

12km NAE

Page 13: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

...the benefits of resolution

forecast range

screen temperature rms error (K)

global 25km

NAE 12km

Page 14: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

...and the disadvantage of boundaries!

forecast range

mean sea level pressure rms error (Pa)

global

NAE

Page 15: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

ERA-Interim vs 12km EURO4M

• 12km, 70 levels• 36km 4D-Var• 6-hour analysis window• assimilate:

• conventional obs incl vis• satellite radiances• Ground-based GPS• Cloud• Precipitation

• Initial state and boundary conditions from ERA-Interim analyses

• T255 (80km), 60 levels• T159 (125km) 4D-Var• 12-hour analysis window• assimilate:

• conventional obs• satellite radiances

Page 16: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

model orography

ERA-Interim

Model T255 (80km)

Var T159 (125km)

Met Office

Model 12km

Var 36km

Page 17: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

First attempt at reanalysis...

May 2010

June 2010

July 2010

• Floods in Poland, eastern Europe

• Severe storms France/Spain

• Russian heatwave spreading West, forest fires

Page 18: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Poland floods, 16th May 2010

http://eca.knmi.nl/

e-obsgridded

24hr rainfall

Page 19: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Poland floods, 16th May 2010

Czech Hydrometeorological Institute

radar24hr rainfall

Page 20: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

12km reanalysise-obs

Poland floods, 16th May 2010

Page 21: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

ERA-Interime-obs

Poland floods, 16th May 2010

Page 22: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Russian heatwave, July 2010

Tmax, 10-07-2010

e-obs

Page 23: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Tmax10-07-10

ERA-Interim

12km EURO4M

obs

Page 24: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Verification vs Radiosonde

T+0 T+6

Temperature rms error

ERA-Interim

EURO4M 12km

Page 25: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Verification vs Radiosonde

T+0 T+6

Vector wind rms error

ERA-Interim

EURO4M 12km

Page 26: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Developments for 2012/13

• Variational bias correction

• ODB – obs monitoring

• Extend observations dataset

• Cloud and Precipitation assimilation

• Validation – extreme statistics

• Collaborate on cross-validation

Page 27: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

n

ib

airi

scan xfccbias1

)(

Variational Bias Correction

Airmass-dependent bias correction of satellite radiances (based on Harris and Kelly, 2001)

Currently coeffs c are calculated off-line monthly

VarBC will give smooth and automatic updating

Work is underway – finish in 2012

(DingMin Li, Dale Barker, Andrew Lorenc)

Page 28: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

ODB – obs monitoring database

• Established ECMWF database + utilities• Array of tools available “for free”

• Metview macros (quick look)• Obstat (detailed stats / graphics)

• Replaces several diverse monitoring tools at MO• Joint development

• Currently ~1.5 years into 3 year joint funded post at ECMWF (Peter Kuchta)

• Setting up Obstat at MO

• Other NMSs already using ODB (CAWCR, KMA)

Page 29: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Extend observations dataset

• Work with UEA (WP2.5) to extend surface

and sonde datasets

• Seeking sub-daily raingauge data...

Page 30: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Cloud + Precip assimilation

• Operational UK models assimilate cloud products (satellite) and rainfall (radar, latent heat nudging)

• For EURO4M, plan to assimilate cloud reports and raingauge accumulations from surface stations

• Needs development work (2012/13):• source sub-daily raingauge accumulations• decode and interpret surface reports (Peter Francis)• quality control• assimilate rainfall accumulations in 4D-Var• reduce effect that analysis increments trigger rain in

model

Page 31: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Validation - Extremes

• High impact weather• Should show a benefit for regional reanalysis• Focus on:

• precipitation• temperature• winds

• Need to look at probability distributions (pdf’s), e.g.• number of values outside 10th/90th percentile• count consecutive days with high/low values• accumulated precipitation over several days

Page 32: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Collaboration – Cross-Validation

Compare our reanalysis against:• SMHI• ERA• Obs climatologies• Others ?

Page 33: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Summary

• Reanalysis system ready to run

• Already better than ERA-Interim in some features, but not all (yet!)

• Science development and testing this year

Page 34: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Questions ?

With thanks to:

Tom Green, Nigel Atkinson, Sreerekha Tr, others...

Page 35: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Extra slides...

Page 36: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

First attempt at reanalysis...

May 2010

June 2010

July 2010

• 3 x 1 month runs, with overlap

Page 37: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

How long to spin up ?

rms surface pressure

Page 38: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

How long to spin up ?

rms screen temperature

Page 39: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

100km 4D-Var12km 4D-Var

Impact of Var resolution

Page 40: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Verification vs Radiosonde

T+0 T+6

Relative Humidity rms error

ERA-Interim

EURO4M 12km

Page 41: © Crown copyright Met Office UM 4D-Var Regional Reanalysis Progress Richard Renshaw, Stephen Oxley, Adam Maycock, Peter Jermey, Dale Barker, DingMin Li.

© Crown copyright Met Office

Global ODB trial output

NH Surface T mean (o-b)