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Slide 1 Verification scores including polar verification Jean-Noël Thépaut - ECMWF Scores evolution between 2000 and 2015 Update on ECMWF: WMO Lead Centre for Deterministic Forecast Verification Polar verification WGNE: 23-26 March 2015 Slide 1 Acknowledgements: Martin Janousek, David Richardson

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Page 1: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 1

Verification scores including polar verification

Jean-Noël Thépaut - ECMWF

Scores evolution between 2000 and 2015

Update on ECMWF: WMO Lead Centre for Deterministic Forecast Verification

Polar verification

WGNE: 23-26 March 2015 Slide 1

Acknowledgements: Martin Janousek, David Richardson

Page 2: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 2

WGNE: 23-26 March 2015

Z500, Time series of ACC=0.8 Europe Hres v ERA-I

Slide 2

HRes ERA-I

difference

Page 3: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 3

WGNE: 23-26 March 2015

WMO scores Z500 N.Hem

Slide 3

Page 4: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 4

WGNE: 23-26 March 2015

WMO scores Z500 S.Hem

Slide 4

Page 5: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 5

WGNE: 23-26 March 2015

WMO scores using radiosondes Z500 and wind850 over Europe, 2014

Slide 5

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Slide 7

WGNE: 23-26 March 2015 Slide 7

2 day fcst error against observations - NH

6 day fcst error against observations - NH

Page 7: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 8

WGNE: 23-26 March 2015 Slide 8

6 day fcst error against observations - SH

2 day fcst error against observations - SH

Page 8: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 9

Ensemble scores, N extratropics

WGNE: 23-26 March 2015 Slide 9

Page 9: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 10

Ensemble scores, S extratropics

WGNE: 23-26 March 2015 Slide 10

Page 10: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 11

Ensemble scores, tropics

WGNE: 23-26 March 2015 Slide 11

Page 11: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 12

WGNE: 23-26 March 2015 Slide 12

interactive plots

documents, reports etc. in a Wiki

a logged-in user can: • save plot

preferences • post comments

and documents to Wiki

Page 12: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 13

WGNE: 23-26 March 2015 Slide 13

upper-air scores (computed by Centres)

surface scores of selected Centres (computed by ECMWF)

Page 13: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 14

WGNE: 23-26 March 2015

Verification for polar regions

Scores computed for polewards of 60° Verification at ECMWF using available fields from other

centres Done for Z500 and T850 All verification against analysis (each centre against own

analysis) or radiosonde observations ERA-Interim scores shown as reference (ERA is fixed

model and assimilation system)

Slide 14

Page 14: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 15

Comparison with other centres (2000-2015) Arctic

Day 3 forecasts (T+72)

Z500, 12-month moving average

Each centre verified against own analysis

ERA-I shown for reference

JMA score only since 2012 (due to limited availability of fields at ECMWF)

WGNE: 23-26 March 2015 Slide 15

rms error

ACC

Page 15: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 16

Comparison with other centres (2000-2015) Antarctic

Day 3 forecasts (T+72)

Z500, 12-month moving average

Each centre verified against own analysis

ERA-I shown for reference

WGNE: 23-26 March 2015 Slide 16

rms error

ACC

Page 16: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 17

Comparison with other centres (2000-2015) Arctic

Day 5 forecasts (T+120)

Z500, 12-month moving average

Each centre verified against own analysis

ERA-I shown for reference

WGNE: 23-26 March 2015 Slide 17

rms error

ACC

Page 17: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 18

Comparison with other centres (2000-2015) Antarctic

Day 5 forecasts (T+120)

Z500, 12-month moving average

Each centre verified against own analysis

ERA-I shown for reference

NB some dates missing for CMC in 2009 – affects these scores for 2009 (other years OK)

WGNE: 23-26 March 2015 Slide 18

rms error

ACC

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Slide 19

Comparison with other centres (2000-2015) Arctic Variability (activity) of forecast

and analysis fields: standard deviation of anomalies

Z500, 12-month moving average

Activity of analyses comparable

During the forecast, CMC and Meteo-France are gaining activity; others underactive?

Note recent change in MetOffice model, increasing activity

NB some dates missing for CMC in 2009 – affects these scores for 2009 (other years OK)

WGNE: 23-26 March 2015 Slide 19

analysis

forecast-analysis

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Slide 20

Comparison with other centres (2000-2015) Antarctic

WGNE: 23-26 March 2015 Slide 20

analysis

forecast - analysis

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Slide 21

Comparison between analyses (Arctic)

Differences between the analyses of different centres and the ECMWF analysis

Z500 30 day moving average

Decrease over last decade in the difference between the analyses of different centres

WGNE: 23-26 March 2015 Slide 21

rms difference

mean difference

Page 21: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 22

Comparison between analyses (Antarctic)

Differences between the analyses of different centres and the ECMWF analysis

Z500 30 day moving average

Decrease over last decade in the difference between the analyses of different centres (in RMS sense, mean states remain quite different)

WGNE: 23-26 March 2015 Slide 22

rms difference

mean difference

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Slide 23

Spread between TIGGE models: Analysis, surface

ps: t2m: [Pa] [K] u10m: TCW: [m/s] [kg/m2]

JJA2012 Peter Bauer

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Slide 24

Spread between TIGGE models: Analysis, 850 hPa

gh: t: [m] [K] u: q: [m/s] [kg/kg]

JJA2012 Peter Bauer

Page 24: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 25

Conventional data coverage 09-12 UTC

Metop AMSU-A data coverage 09-12 UTC

Polar data assimilation issues

[Peter Bauer, Mohamed Dahoui]

Page 25: Scores evolution between 2000 and 2015 Update on ECMWF ...wgne.meteoinfo.ru/wp-content/uploads/2018/03/WGNE30_thepaut_v… · Slide 1 Verification scores including polar verification

Slide 26

Mean April 2013 observation-model radiances MHS channel 3 AMSU-A channel 6 upper tropospheric moisture low-mid tropospheric temperature

Polar data assimilation issues

[Peter Bauer, Mohamed Dahoui]

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Slide 29

Conclusions General scores:

Versus own analyses

Differences across global centres have got smaller and stabilised.

Versus observations

Differences have got smaller and smaller

NCEP (T+144) and MF (T+48): improvements noticeable

Large discrepancy between Ensemble systems

Please have a look at http://apps.ecmwf.int/wmolcdnv/ Polar verification

Verification against observations

Levels of activity across centres significantly different

RMSEs continue to be reduced

Need to continue looking at analyses behaviours

Still some way to go – we need more participants! WGNE: 23-26 March 2015 Slide 29