+ All Categories
Home > Documents > An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental...

An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental...

Date post: 12-Jan-2016
Category:
Upload: kristopher-waters
View: 216 times
Download: 2 times
Share this document with a friend
Popular Tags:
51
An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics and Prediction Workshop State College, PA 24 October 2005
Transcript
Page 1: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

An Overview of New Developments with the NCEP Climate Forecast System

SURANJANA SAHAEnvironmental Modeling Center

NCEP/NWS/NOAA

20th Annual Climate Diagnostics and Prediction WorkshopState College, PA24 October 2005

Page 2: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

ACKNOWLEDGEMENTS

SCIENTISTS AND STAFF OF THE :

THE GLOBAL CLIMATE AND WEATHER MODELING BRANCH

ENVIRONMENTAL MODELING CENTER (EMC)

AND THE CONSIDERABLE HELP AND SUPPORT OF

CLIMATE PREDICTION CENTER (CPC)

AND

GEOPHYSICAL FLUID DYNAMICS LABORATORY (GFDL)

Page 3: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

• The NCEP Climate Forecast System (CFS) was made operational in August 2004

• Currently, two fully-coupled nine-month forecasts are made every day

• The present CFS operational system at T62L64 resolution is frozen

• Development work is underway at EMC to improve the CFS

• We anticipate a new CFS implementation will take place in a few years

Page 4: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

For a new CFS implementation :

• New upgrades to the CFS must lead to better performance

Retrospective forecasts with the new CFS, covering a period of nearly 30 years, will then have to be made

A global reanalysis of the atmosphere, land and ocean will have to be made, prior to that, to provide the initial conditions consistent with the new version of the CFS

This is indeed an enormous challenge !!!

Page 5: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

TESTING CHANGES IN THE OCEAN PART OF THE CFS

Page 6: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

NEW OCEAN MODEL MOM4 (GFDL)

Jiande Wang

Ocean-Only Simulation Run with MOM4

1981-2004 R-2 Daily Forcing (heat flux, E-P). Same Resolution as operational MOM3, which has the following configuration :

1/3 degree at equator, gradually decreasing to 1 degree at 30N and 30S. Northern boundary is at 65N and southern boundary is at 75S

40 Vertical layers, 10 meter interval in the top 220 m Depth to 5.5 Km

Page 7: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

• Indonesian through flow is completely open in a larger area and the surrounding marginal seas are fully resolved as ocean (not land) points

• Use runoff data from NCAR (Dai and Trenberth)

• Use real fresh water flux, instead of “virtual salt flux”. This method gives more accuracy in the simulation of sea surface height

Page 8: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

The bias everywhere is considerably less than with MOM3

Page 9: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

NEW SEA ICE MODEL

Xingren Wu

1. Thermodynamics : 3-layer (Winton, 2000)

2. Dynamics : EVP Model (Hunke and Dukowicz, 1997)

3. The sea ice model was coupled to MOM4.

4. The model was forced using R-2 climatology

Sample results was for Year-20, March

Page 10: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Modeled sea ice thickness (Year-20, March)

The simulated sea ice distribution is reasonable,

but sea ice thickness may be not thick enough

Page 11: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Sea ice concentration (Year-20, March)

Sea ice concentration is just a little bit too high relative to the satellite observations

Model Simulation Observations

Page 12: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Ocean Developmental work for the future

MOM4

1. Test higher horizontal resolution everywhere for MOM4 (¼ degree globally, or ¼ degree in the tropics decreasing to ½ degree at 30N and 30S)

2. Increased number of vertical levels in the ocean mixed layer, from 40 to 50

3. Use new, more efficient, coupler, with more frequent coupling to the ocean (than the present once a day)

4. Include river (fresh water) runoff from climatology or NOAH land model

Page 13: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Global Ocean Data Assimilation (GODAS) :

• Explicit bias correction

• Geostrophic balance in the assimilation

• Altimetry and Argo salinity added to GODAS

Page 14: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

TESTING CHANGES IN ATMOSPHERIC PART OF THE CFS

Page 15: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

• NOAH Land Model : 4 soil levels. Improved treatment of snow and frozen soil

• Sea Ice Model : Prediction of ice concentration and ice fraction

• Sub grid scale mountain blocking

• Reduced vertical diffusion

• RRTM long wave radiation

TEST THE CURRENT OPERATIONAL VERSION OF THE GFS (USED FOR WEATHER PREDICTION)

UPGRADES

Page 16: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

GFS Developmental work for the future

1. Test higher horizontal resolution (T126)

2. Test new convection scheme (RAS)

3. Test hybrid vertical coordinate (sigma-pressure, sigma-theta)

4. Test improved boundary layer physics

5. Test convectively forced gravity wave drag

6. Test new short wave radiation parameterization

Page 17: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

   TWO KINDS OF STUDIES

CFS MONTHLY RETROSPECTIVE FORECASTS

CFS FREE COUPLED SIMULATIONS (CMIP)

Page 18: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

   CFS WEEKLY AND MONTHLY FORECASTS

Higher resolution, both spatial and temporal. 

Spatial : T126L64 GFS Atmospheric model (as in operational CFS) coupled to MOM3 Ocean Model

Temporal : 4 CFS runs daily : from 0Z,6Z,12Z and 18Z Atmospheric R2 initial conditions coupled to the same Ocean GODAS initial condition

Period : 2000 – 2004 (5 years)Summer : 7 May – 15 July (70 days)Winter : 7 Nov – 15 Jan (70 days)

Integrations out to 65 days or more (covers the last full calendar month)

Page 19: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

POSTER OF AUGUSTIN VINTZILEOS :

WEDNESDAY, 9-10:30 AM

THE CFS 126 : A DYNAMICAL SYSTEM FOR SUBSEASONAL FORECASTS – CHALLENGES

IN PREDICTION THE MJO

U200 hPa forecasts averaged 20°S-20°N and projected to the MJO EOFs obtained from R2

Page 20: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

SUMMER

WINTER

13 days

25 days

Conclusions: Good skill and for the reasons that is shown in the poster, we expect improvements....

Page 21: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

POSTER OF HUA-LU PAN :

MONDAY, 9-10:30 AM

CLIMATE MODEL DIAGNOSES FROM A WEATHER MODELER’S POINT OF VIEW

V850 hPa forecasts and PRECIPITATION in the tropics from CFS retrospective forecasts and free coupled runs are examined

Page 22: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Conclusions: Episodic nature of easterly waves are well captured. Tropical disturbances in the T126 are better simulated

Page 23: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

POSTER OF ÅKE JOHANSSON :

TUESDAY, 9-10:30 AM

PREDICTION SKILL OF NAO AND PNA FROM DAILY TO SEASONAL TIME SCALES

Skill in predicting NAO and PNA indices (as deduced from geopotential at 500 hPa) from daily T126 and T62 retrospective forecasts for 5 winters (DJF 2000-2004) are examined, as well as the 24 winters of operational T62 CFS

Page 24: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Conclusions: There is lingering skill in both NAO and PNA out to 45 days, albeit small. PNA has higher skill than NAO in the short/medium range while NAO has higher skill than PNA in the intraseasonal time range

PNA

NAO

Page 25: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

POSTER OF CATHERINE THIAW :

MONDAY, 9-10:30 AM

INDIAN SUMMER MONSOON PREDICTION IN THE NCEP CLIMATE MODEL

Using retrospective forecasts from 9-13 May, the CFS prediction of the onset of the Indian

summer monsoon is examined, using the wind at 850 hPa, Precipitation and SST.

Page 26: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

SOMALI JET AREA BAY OF BENGAL

WIND 850 hPa (m/s) CLIMATOLOGY (1981-2004)

15 DAYS (3 Pentads)

ALL INDIA RAINFALL (mm/day) CLIMATOLOGY

Conclusions: The overall prediction of the Indian monsoon rainfall is reasonable. The onset is a little late and the rainfall is a little weak. Higher horizontal resolution and better physics may lead to improvements

Page 27: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRECIPITATION (mm/day) JULY 2000-2004

XIE-ARKIN CMAP

DIFF T126 - CMAP DIFF T62 - CMAP

Page 28: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

FREE COUPLED [CMIP] RUNS

ATMOSPHERIC MODEL

1. T62L64 CURRENT OPERATIONAL CFS

49 years (2002-2050)

2. T126L64 CFS OPERATIONAL VERSION

85 years (2002-2084)

3. T126L64 GFS OPERATIONAL VERSION

30 years (2002-2031)

OCEAN MODEL

CFS OPERATIONAL MOM3 VERSION

Page 29: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

T62 very regular ; T126 better variability, weaker amplitude

Page 30: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

POSTER OF CÉCILE PENLAND :

MONDAY, 9-10:30 AM

EL NIÑO IN THE CLIMATE FORECAST SYSTEM :

T62 vs T126

Prepare CFS output as we do COADS data : project SSTs onto a 4° x 10° grid, subject to a 3-month running mean, and then project onto 20 leading EOFs

Page 31: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Conclusions: The resolution of the atmospheric component of the model matters a lot! The T126 does get the El Niño spectrum about right

Page 32: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Good variability ; Good amplitude

Page 33: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Good variability ; Good amplitude

Page 34: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

CDAS2

Amplitude

CHI 200 hPa

[107 m2/s]

T62 too strong

T126 better

Page 35: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Phase Speed

CHI 200 hPa [m/s]

Eastward speed : T62 too slow T126 better

Westward speed :T62 too strongT126 better

CDAS2Westward propagating Easterly waves

MJO

Page 36: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

CDAS2

Phase Speed

CHI 200 hPa [m/s]

At the Equator

Eastward speed : T62 too slow T126 better

Westward speed :T62 too strongT126 better

Semi-annual cycle in the observations not well simulated in any run

Page 37: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

Anomalies Climatology

T126new has much reduced bias

Illinois 2m column soil moisture from CMIP runs [ Courtesy: Fan and van den Dool, Thursday 10.30 AM ]

Page 38: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

POSTER OF SUDHIR NADIGA :

MONDAY, 9-10:30 AM

ENSO-RELATED SALINITY VARIABILITY IN CFS

Salinity simulation from a free coupled run of the T62L64 operational CFS is compared to salinity estimates from GODAS as well as synthetic salinity dataset (Maes, 2000)

Page 39: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

RED = WARM EVENTS

BLUE = COLD EVENTS

Different water masses, caused by zonal advection

Conclusions: Salinity contributes significantly to the density variability in the global oceans. The sub surface salinity shows a strong ENSO-related signal in the western equatorial Pacific Ocean

Page 40: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

LAYOUTSEASONAL MEANS AVERAGED OVER 24 YEARS

[2007-2031]

CFS T126 CFS T126 NEW

CFS T62 OBS

Page 41: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] JJA

Page 42: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS JJA

Page 43: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] DJF

Page 44: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS DJF

Page 45: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS JJA

Page 46: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS DJF

Page 47: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS JJA

Page 48: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS DJF

Page 49: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS JJA

Page 50: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

PRATE [mm/day] BIAS DJF

Page 51: An Overview of New Developments with the NCEP Climate Forecast System SURANJANA SAHA Environmental Modeling Center NCEP/NWS/NOAA 20 th Annual Climate Diagnostics.

CONCLUSIONS

A LOT MORE WORK NEEDS TO BE DONE TO IMPROVE THE CFS. ACTIVITIES ARE IN PROGRESS IN THE FOLLOWING AREAS :

INCREASED HORIZONTAL RESOLUTION OF THE ATMOSPHERIC MODEL

IMPROVED PHYSICS AND NUMERICS IN THE ATMOSPHERIC MODEL

NEW OCEAN MODEL WITH INCREASED HORIZONTAL AND VERTICAL RESOLUTION

NEW COUPLER

NEW LAND SURFACE MODEL

NEW ICE MODEL

ESMF COMPATIBLE

GLOBAL ATMOSPHERE-LAND-OCEAN COUPLED REANALYSIS


Recommended