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Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann...

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Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA José A. Marengo Centro de Previsão de Tempo e Estudos Climáticos Cachoeira Paulista, Brasil Anji Seth Suzana Camargo International Research Institute for Climate Prediction The Earth Institute at Columbia University Palisades, New York
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Page 1: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Interannual Variability of the Rainy Season in the Tropics of South America

 Brant Liebmann

NOAA-CIRES Climate Diagnostics CenterBoulder, Colorado, USA

 José A. Marengo

Centro de Previsão de Tempo e Estudos ClimáticosCachoeira Paulista, Brasil

  Anji Seth

Suzana CamargoInternational Research Institute for Climate Prediction

The Earth Institute at Columbia UniversityPalisades, New York

Page 2: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Themes:

a) The variability of the initiation (and of the end) of the rainy season is important for determining calendar season rainfall totals (when the initiation or end occurs during the season of interest).

b) When there is a relationship between seasonal rainfall anomalies and sea surface temperature (SST), it is almost always through the relationship between SST and the variation of the starting or ending date.

Page 3: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Rainfall: 1976-1999

We wish to thank the following agencies:

Agência Nacional de Energia Elétrica (Brasil)UADASC - AASANA - Santa Cruz (Bolivia)Ministerio del Ambiente y los Recursos Naturales (Venezuela)National Climatic Data Center (USA)FUNCEME, SIMEPAR, DAEE (Brasil)C.T.M. Salto Grande (Uruguay - Argentina)Administración Provincial de Agua (Argentina)Servicio Meteorológico Nacional (Argentina, Paraguay, Uruguay)Meteorologische Dienst SurinameMETEO-France (French Guiana)UTE (Uruguay)

Page 4: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

September-Novemberclimatology

December-Februaryclimatology

Page 5: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

March-Mayclimatology

June-Augustclimatology

Page 6: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Niño 3.4 =SST in the

region5N - 5S

170W -120W

Linear Correlation(simultaneous)

Page 7: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

1

( ) ( ( ) )day

n

A day R n R

A(day) = Anomalous accumulation

R(n) = daily rainfall

R = annual average daily precipitation

The rainy season is considered to be when the slope of the curve is positive (R(n) > R).

Page 8: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Average date of initiation: 30 December

East Central Amazon

Page 9: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

East Central Amazoncomposite about initiation and end

day relative to initiation or end

rain

fall

(mm

/day

)

Page 10: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

1982-83

(6 March onset)

Page 11: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Month of initiation of rainy season(Climatology)

october

november

december

january

february

march

april

Page 12: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.
Page 13: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Month of end of rainy season(from climatology)

november

october

september

august

july

june

march

april

may

Page 14: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Correlations:Initiation versus DJF total: -0.86Rate versus DJF total: 0.77Rate versus initiation date: -0.56

…..in the east central Amazon Basin, the average date of onset is 30 December

Standard Deviation: 28 days

Therefore, usually the rainy season begins during DJF.

Therefore, the variability of the day of initiationIs important in determining the DJF total.

The rate of precipitation is defined as the totalbetween the initiation and the end of

February divided by the number of days.

Page 15: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

DJF total rainfall versus SST

Start versus SSTRate (start to end of February) versus SST

Page 16: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

AMJ rain versus SST

Rate (1 april to end of rainy season) versus SSTEnd date versus SST

Average ending date = 13 june

2.5N-2.5S60W-55W

Page 17: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

2S-4N56W-49W

Average ending date = 20 June

May-July rain versus SST

Rate (1 May to end) versus SSTEnding date versus SST

Page 18: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Summary:

a) Variability of the start (and end) of the rainy season is important in determining the quantity

of rain during the calendar season (when the start or end occurs during the season of interest).

b) When the variability of total rainfall during the rainy season is related to SST, this relationship usually is due to the relationship between SST and the variation of the start (or end) of the rainy season.

Page 19: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

General Circulation ModelEuropean Centre / Hamburg Model (ECHAM-3)(Used operationally at IRI until January 2002)

1 member (of 8)Run 50 years with observed SST (we use 1976-1997)

Precipitation fields only

Horizontal resolution: T42Vertical resolution: 19 Levels

Tiedke mass flux convection schemeModified SiB land surface scheme

Page 20: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Same, except ECHAM-3December-February Climatology

1976/77 – 1996/97

Page 21: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

March-May Climatology Same, except ECHAM-3

Page 22: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

June-August Climatology Same, except ECHAM-3

Page 23: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

September-November Climatology Same, except ECHAM-3

Page 24: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

oct

nov

dec

jan

feb

mar

apr

GCM uses 360 day year

Page 25: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Note differentscales

Page 26: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

~ during wet season: OBS GCM% dry days 7.0 8.4rainy day average 10.1 9.0

Page 27: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Dec-Feb Obs. rain vs. Nino 3.4 SST Same, except ECHAM-3

Page 28: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Dec-Feb rain vs. nino 3.4 SSTRegression for 1 std SST anomaly

observed ECHAM-3

Page 29: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Note different scales

Page 30: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.
Page 31: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.
Page 32: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.
Page 33: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

Grid point at 56W, 1.4S Observations GCM Average onset= 30 December 13 December Std of onset= 28 days 48 days

Using ensembles may reduce standard deviation ofonset date

Page 34: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.
Page 35: Interannual Variability of the Rainy Season in the Tropics of South America Brant Liebmann NOAA-CIRES Climate Diagnostics Center Boulder, Colorado, USA.

•We argue that the influence of SST on seasonal totalprecipitation is through its influence on the timing of therainy season.

Conclusions

•The same relationship may hold in a GCM, but if timingis biased or spread is erroneous, it will appear that theGCM does not properly simulate calendar season interannual variability.

•Perhaps bias and spread will be improved throughutilization of ensembles.

•Statistical techniques (e.g., adjusting for bias) mayimprove interannual simulations.


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