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The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct, 2003, CWB, Taipei

The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

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Page 1: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before

Satellite Era

Shi-Keng Yang (SKY)

Masao Kanamitsu

Wesley Ebisuzaki

Gerald Potter

Sept-Oct, 2003, CWB, Taipei

Page 2: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

NCEP/NCAR REANALYSIS lwcf 4901-7812 12-month running mean

31

31.5

32

32.5

33

33.5

34

34.5

49 54 59 64 69 74

Year

W/M

**2

The Problem

Page 3: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Outline

• LWCF CSOLR & OLR RH• Natural variability from AMIP ensemble• RH & T trends sampled from 30 Stations• Chronology of measurement changes• A Hygrometer Simulator • Conclusion• Ideas for Taiwan Area Regional Reanalysis

Page 4: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

LWCF = CSOLR-OLR

NCEP/NCAR REANALYSIS CS OLR Anomaly 4901~9812 12-month running mean

-10

-8

-6

-4

-2

0

2

4

6

8

10

49 52 55 58 61 64 67 70 73 76 79 82 85 88 91 94 97

Year

CS O

LR W

/M**

2Trop CS OLR

SH mid CS OLR

NH Mid CS OLR

NCEP/NCAR REANALYSIS OLR Anomaly 4901~9812 12-month running mean

-10

-8

-6

-4

-2

0

2

4

6

8

10

49 52 55 58 61 64 67 70 73 76 79 82 85 88 91 94 97

Year

OLR

(W/M

**2)

tropics OLR

SH mid lat OLR

NH mid lat OLR

Page 5: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

-6

-4

-2

0

2

4

6

Year

RH

%

49 52 55 58 61 64 67 70 73 76 79 82 85 88 91 94 97

Tropics

SH mid lat

NH mid lat

NCEP/NCAR REANALYSIS 500mb RH Anomaly 4901~9712 12-month running mean

Page 6: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

What are the causes?

• Natural variability?• Instrument changes?• Algorithm/System changes? Station increases?

Page 7: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

The Attributes of Reanalysis GDAS and the Model used for AMIP runs

Reanalysis AMIP-ensemble10

• Convection Scheme SAS RAS• SW Radiation Lacis & Hansen (1974) Chou et al (1992, 96)• Boundary Layer Local Diff Non-Local• Orography Mean Smooth Enhanced• Resolution T62L28 T42L24• Soil Moisture w/ nudging interactive• Snow Obs (fixed on ‘72) Climatology• Radiation Resolution Linear grid/hourly

Guassiagrid/hourly

Page 8: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 9: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

30 US Stations Suggested by J. Christy

Page 10: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Red – 300 hPa

Yellow – 500 hPa

Green – 700 hPa

Black – 850 hPa

Page 11: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Red – 300 hPa

Yellow – 500 hPa

Green – 700 hPa

Black – 850 hPa

Page 12: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Green – 75~79 RH mean

Black – 49~53 RH mean

Page 13: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Green – 76~78

Black – 49~51

T Profiles from 36-month means

Page 14: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

RH differences

Page 15: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 16: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Green – 76~78

Black – 49~51

RH Profiles from 36-month means

Page 17: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

T-dif Profiles from 36-month means

Page 18: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Taiwan Area R-1 Temperature Anomaly

Page 19: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Taiwan Area R-1 RH Anomaly

Page 20: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

R-1 Taipei Relative Humidity Anomaly

Page 21: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

R-1 Taipei Temperature Anomaly

Page 22: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

• A Chronology of changes in the US Radiosonde Network from Elliott and Gaffen (1991) plotted on LWCF anomaly to demonstrate the probable impacts.

• 1: 1957 observation time changed on IGY;

• 2: 1960 introduced white-coated temperature elements;

• 3: 1965 Introduced carbon humidity element;

• 4: 1969 changed from manual system to a time-share computer system;

• 5: 1972 redesigned relative humidity ducts introduced;

• 6: 1973 “motorboating” lower RH values as 19% when measured lower than 20%;

• 7: 1974 introduced semi-automatic mini-computer-based system;

• 8: 1979 Satellite measurements incorporated into Reanalysis;

• 9: 1980 New carbon hygristors introduced;

• 10:1985 Introduced fully automatic mini-computer-based system;

• 11:1988 Introduced Precalibrated hygristor replacing individual preflight calibration;

• 12:1988 Introduced new VIZ sonde with new humidity duct;

• 13:1989 Introduced fully automatic micro-computer-based system.

Page 23: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Sensor in Use

• Goldbeaters Skin – (Russia, China)

• Carbon Hygristor – (USA[part], India, China?)

• RS80 Humicap A or H – (50% of global net work)

• RS90 Humicap – (Finland +??)

• Meteolabor “Snow White” – (working reference)

Page 24: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 25: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 26: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 27: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 28: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 29: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Challenge of Radiosonde water vapor measurements I

• Very large range of saturation vapor pressure with temperature– 20 oC 23 hPa– -20 oC 1.2 hPa– -50 oC 0.04 hPa – -80 oC 0.0005hPa

Page 30: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Challenge of Radiosonde water vapor measurementsII

• Sensor temperature induced error– @ 20 oC 6%/deg wrt water – @-20 oC 7%/deg wrt water– @-50 oC 7%/deg wrt water

Page 31: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 32: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Radiosonde intercomparison experimentJohn Nash, UK Met Office

Page 33: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Radiosonde intercomparison experimentJohn Nash, UK Met Office

Page 34: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Radiosonde intercomparison experimentJohn Nash, UK Met Office

Page 35: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Radiosonde intercomparison experimentJohn Nash, UK Met Office

Page 36: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Hygristor Time constants

• Carbon hygristor 1~2 sec at sfc

• Thin Film 1~2 sec at sfc

• Goldbeater, Hair >10 sec at sfc, 5min 300 hPa

Page 37: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Hygrometer simulatoran educational toy

(T) = 3+ 5(15-T), T< 15 C

RH(i) = RHe + (RH (i-1) - RHe ) exp (-t/ (T))

Time-lag constant of a hygristor is a function of temperature. Based on Nash and Schmidlin, 1987, we determine that the rate of increase to be 5 sec/ K, so that the time-lag constant can reach 5 minutes at 300 hPa, where the temperature is lower than -40oC. Balloons ascend at 15 f/s.

Page 38: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Hygrometer Response Lag

100

200

300

400

500

600

700

800

900

1000

-60 -40 -20 0 20 40 60 80 100

T in C, and RH in %

Hei

gh

t in

hP

a

1000 hPa

900 hPa

800 hPa

700 hPa

600 hPa

500 hPa

400 hPa

300 hPa

Temp in C

Page 39: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Conclusion

• The trend of upper air humidity within NCEP/NCAR Reanalysis appears to be an artifact, caused by long time-lag constant in the older hygrometers, and other factors.

• Implies that similar problems, in general, in the time- series radiosonde time-series before the satellite era.

• Significant implication on the earth energy balance and cloud fields of the Reanalysis.

• No humidity climatology yet!• Suggestions: future Reanalyses includes a special fixed observation

system sub-analysis using only the limited well-known, high quality, well calibrated, fixed number stations for GDAS, such that a baseline reference analysis for the full analysis can be established .

Page 40: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Ideas for Taiwan Area Regional Reanalysis

• Homogeneous High Resolution Environmental Database suitable for comprehensive applications (3000 papers published using R-1)

• An Integration of modern analysis-assimilation system with historical data. Optimization the use of historical data.

• Periodical Benchmarks of Science-Technology advancement

Page 41: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Some guidelines• Build a system that you can do analysis the 2nd easier than the 1st time• Analysis- ReAnalysis- On-going Reprocess• Analysis Design –Evaluation Cycle ( once every 5~10 years for global)• Modular Analysis System Design• Calibration of measurements and Products• Multiple Stage Process• Multiple Stage Monitoring [ level 3 -> 2 -> 1; 100M/sec max cap by a

person]• Multiple Stage Archival • Other principles

– Process team is the analysis team, stack holder– Periodical Outside Evaluation– Re-packaging at each cycle – Start with EDR, and recycle for CDR– Mutiple algorithms if possible.

Page 42: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Status: NCEP Regional Reanalysis

Geoff DiMego (NCEP/EMC)

Eugenia Kalnay (U Md)

Fedor Mesinger (UCAR)15 March 2000

NCEP

Where America’s climate and weather services begin

Office of Global Programs

Page 43: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

O B J E C T I V E

• A long-term set of consistent climate data produced at a regional scale

• 51 Years of the NCEP/NCAR Global Reanalysis have been completed!

Page 44: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Regional Reanalysis Rationale

• NCEP’s Meso Eta Model produces more accurate data assimilation and forecast results than the current global system.

• Improved data sources and techniques are available to improve upon the Global reanalysis

• Higher resolution for North American domain– 32 km / 45 layer Meso Eta regional reanalysis– T62 (~200 km) / 28 layers global reanalysis

Page 45: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Eta 2m temperature Eta 2m specific humidity

AVN 2m temperature AVN 2m specific humidity

Page 46: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Eta skin temperature Eta soil moisture 0-10cm

AVN skin temperature AVN soil moisture 0-10cm

Page 47: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 48: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,
Page 49: The Tropospheric Humidity Trends of NCEP/NCAR Reanalysis before Satellite Era Shi-Keng Yang (SKY) Masao Kanamitsu Wesley Ebisuzaki Gerald Potter Sept-Oct,

Regional Reanalysis Features

• Unique resources can be added to the global reanalysis baseline:– assimilation of observed precipitation & cloud– direct analysis of satellite radiances with

3DVAR– mature Meso Eta Model due, in part, to GCIP

supported developments

• Additional data sources • 22 year period to be reanalyzed: 1982-2003