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Slide 1 © ECMWF Sub-seasonal prediction at ECMWF

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Page 1: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 1 © ECMWF

Sub-seasonal prediction at ECMWF

Page 2: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 2 © ECMWF

Index

• Description of the forecasting system and evolution

of skill scores

• Future model changes

Re-forecast extension

Increased atmospheric resolution

Extension to 46 days

Sea-ice – NEMO 1.4 degree

• International Collaborations

Page 3: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 3 © ECMWF

The operational ensemble in 2015

ENS includes 51 forecasts with resolution:

• TL639L91 (~32km, 91 levels, top at 0.01 hPa) from day 0 to 10

• TL319L91 (~64km, 91 levels, top at 0.01 hPa) from day 10 to 15 (32 at 00UTC on Mon +

Thurs).

• Atmosphere

Initial uncertainties T42L91 SVs+ T399L137 EDA perturbations

Model uncertainties Stochastic physics (SPPT and SKEB schemes).

The central analysis is the TL1279L137 4DVAR.

coupled to wave model (WAM) every time step

• Ocean

NEMO (about 1 degree resolution) coupled to IFS and WAM every 3 hours.

Ocean initial conditions provided by 5-member NEMOVAR analysis

Page 4: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 4 © ECMWF

The ENS re-forecast suite to estimate the M-climate

20y

51 T639 L91

51 T319

L91 2015

5 5 5 5

5 5 5 5

5 5

…28 6 13 20 27 March …

2014

5 5 5 5

5 5 5 5

5 5

5 5 5 5

5 5 5 5

5 5

2013

5 5 5 5

5 5 5 5

5 5

20`2

1995

…..

Initial conditions:

ERA Interim+

ORAS4 ocean Ics+

Soil reanalysis

Perturbations:

SVs+EDA(2015)+SPPT+SKEB

Page 5: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 5 © ECMWF

ECMWF Extended-range forecast products

5

80°N

70°N

60°N

50°N

40°N

30°N

20°N

10°N

0°N

10°S

20°S

30°S

40°S

50°S

60°S

70°S

80°S

80°N

70°N

60°N

50°N

40°N

30°N

20°N

10°N

0°N

10°S

20°S

30°S

40°S

50°S

60°S

70°S

80°S

340°E320°E300°E280°E260°E240°E220°E200°E180°E160°E140°E120°E100°E80°E60°E40°E20°E

340°E320°E300°E280°E260°E240°E220°E200°E180°E160°E140°E120°E100°E80°E60°E40°E20°E

< 10% 10.. 20 20.. 30 30.. 40 40.. 50 50.. 60 60.. 70 70.. 80 80.. 90 > 90%

Probability of a TC passing within 300km radius

Weekly Mean Tropical Cyclone Strike Probability. Date: 20100408 0 UTC t+(264-432)

Also:

Weather regime probablilities

Tercile maps, proability maps

Extreme Forecast Index

Forecast Anomaly Tropical Cyclone activity

MJO

Page 6: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 6 © ECMWF

Heat Wave Prediction

ERA Interim

Monthly Forecast Day 12-18

Page 7: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 7 © ECMWF

Monthly Forecast Skill scores

ROC area – Probability of 2mtm in upper tercile

Page 8: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 8 © ECMWF

Monthly Forecast Skill scores RPSS– Probability of 2mtm in upper tercile

NDJFM

Page 9: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 9 © ECMWF

Index

• Description of the forecasting system and evolution of

skill scores

• Future model changes

Re-forecast extension (May 2015)

Increased atmospheric resolution (2016)

Extension to 46 days (May2015)

Sea-ice – NEMO ¼ degree (2016)

• International Collaborations

Page 10: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 10 © ECMWF

Impact on calibration

2mtm anomalies – Day 26-32 Impact on verification

T850- Upper terciles – Week 4

Extend the re-fc ensemble to twice a week, 11 members

51 m

5 m 11 m

Page 11: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 11 © ECMWF

Minerva Prediction Experiments (COLA/ECMWF/NCAR)

Experiment Years Ens.

Size Initial

Months Duration (mon)

T319_base 1980-2011 51 May, Nov 7

T319_2_year_extension 1980-2011 15 May 24

T639_base 1980-2011 15 May, Nov 7

T639_extended_ensemble 1980-2011 36 May, Nov May: 5 mo

Nov: 4 mo

T639_2_year_extension 1980-2011 15 Nov 24

T1279_base 2000-2011 15 May 7

T1279_ext 1980-2011 15 May, Nov 7

Increased atm. horizontal resolution

Page 12: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 12 © ECMWF

Increased atmospheric horizontal resolution Impact on skill scores

Precipitation

RPSS T319 - T639

Page 13: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 13 © ECMWF

Extension to 45 days

80 case, starting on 1st Feb/May/Aug/Nov 1989-2008

Page 14: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 14 © ECMWF

Correlations for week 4 Northern Hemisphere Winter Summer

Current

system

With sea-

ice model

(LIM2)

Page 15: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 15 © ECMWF

Active sea ice model: Z500 Forecast Skill (weeks 1-4)

80 cases – The vertical bars represent the 95% level of confidence

SEA ICE Control

Page 16: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 16 © ECMWF

New Higher-resolution Ocean Reanalysis

Page 17: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 17 © ECMWF

1/4 vs 1 degree – Z500 skill scores -NH

New Higher-resolution Ocean

Page 18: Sub-seasonal prediction at ECMWFcpo.noaa.gov/sites/cpo/MAPP/workshops/nmme_sub... · ECMWF Extended-range forecast products 1 1 1 1 1 1 1 1 1 6 6 6 6 6 6 6 6 1 ... (2016) Extension

Slide 18 © ECMWF

Time-

range

Resol. Ens. Size Freq. Hcsts Hcst length Hcst Freq Hcst Size

ECMWF D 0-32 T639/319L91 51 2/week On the fly Past 20y weekly 5

UKMO D 0-60 N216L85 4 daily On the fly 1996-2009 4/month 3

NCEP D 0-45 N126L64 4 4/daily Fix 1999-2010 4/daily 1

EC D 0-35 0.6x0.6L40 21 weekly On the fly Past 15y weekly 4

CAWCR D 0-60 T47L17 33 weekly Fix 1981-2013 6/month 33

JMA D 0-34 T159L60 50 weekly Fix 1979-2009 3/month 5

KMA D 0-60 N216L85 4 daily On the fly 1996-2009 4/month 3

CMA D 0-45 T106L40 4 daily Fix 1992-now daily 4

Met.Fr D 0-60 T127L31 51 monthly Fix 1981-2005 monthly 11

CNR D 0-32 0.75x0.56 L54 40 weekly Fix 1981-2010 6/month 1

HMCR D 0-63 1.1x1.4 L28 20 weekly Fix 1981-2010 weekly 10

S2S database