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Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio Clemente Barbosa, INPE José Luiz Stech, INPE Enner Herenio Alcântara, INPE Conrado Moraes Rudorff, INPE Arcilan T Assireu, INPE

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Page 1: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Temporal variability of Chlorophyll-a concentration in floodplain lakes in

response to seasonality of Amazon River discharge

Evlyn Moraes Novo, INPE

Claudio Clemente Barbosa, INPE

José Luiz Stech, INPE

Enner Herenio Alcântara, INPE

Conrado Moraes Rudorff, INPE

Arcilan T Assireu, INPE

Page 2: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Background• Optical remote sensing and over 70 in situ

samples acquired at Lago Grande de Curuai, near Santarém (Barbosa, 2005) during rising, high, receding and low Amazon River level indicated chlorophyll concentration higher than that reported by Carvalho et al. (2001) e Melack e Forsberg (2001).

Page 3: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Dai

ly m

ean

vari

atio

n ra

te o

f w

ater

leve

l(cm

/h)

-0.45

-0.15

-0.30

-0.00

-0.30

-0.15

0

200

400

600

800

1000

1200J

an

Feb

Mar

Apr

May

Jun

Jul

Agu

Sep

Oct

Nov

Dec

Sta

te 1

Sta

te 2

Sta

te 3

Sta

te 4

J une 6th

Daily mean water level Daily mean variation rate

instabilityJ anuary 22nd

stabilityNovember 14th

September 24th

Dai

ly m

ean

of w

ater

leve

l (cm

)

Dai

ly m

ean

vari

atio

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te o

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ater

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l(cm

/h)

-0.45

-0.15

-0.30

-0.00

-0.30

-0.15

0

200

400

600

800

1000

1200J

an

Feb

Mar

Apr

May

Jun

Jul

Agu

Sep

Oct

Nov

Dec

Sta

te 1

Sta

te 2

Sta

te 3

Sta

te 4

J une 6th

Daily mean water level Daily mean variation rate

instabilityJ anuary 22nd

stabilityNovember 14th

September 24th

Dai

ly m

ean

of w

ater

leve

l (cm

)

Barbosa et al. 2008

03/02 a 12/02/04 03/06 a 19/06/0425/09 a 07/10/03

22/11 a 02/12/03

max=110 x min max= 62 x minmax= 109 x minmax= 125 x min

Page 4: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

• There are thousands of lakes in the Amazonas/Solimões floodplain (Melack, 1984) but very few of them has been subjected to sistematic study (Melack e Forsberg, 2001).

• Aspects such as lake shape, size, depth, batimetry, connectivity to main river, origin and geomophological evolution (Latrubesse et al. 2005; Almeida Filho and Miranda, 2008) are frequently overlooked;

• Degree of preservation of original vegetation cover is also not informed.

Page 5: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Questions raised• How chlorophyll patterns are related to

fluctuations in the Amazon River level (sediment + water discharge)?

• Are those patterns recurrent?

• What are other factors affecting phytoplankton abundance?

Page 6: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

How to answer those questions?

Page 7: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Proposed solution

• Integration of ground sampling, remote sensing and autonomous moored systems– acquire a minimum set of aquatic and atmospheric

variables at high time frequency,

– transmit the data to a processing center,

– make the information available immediately to the user

Page 8: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Proposed Solution:

SIMA

downlink

BRAZILIAN SATELLITES; NOAA/ARGOS

uplink

Users

Users

INPE

Page 9: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Lago Grande de Curuai

Juruti

Óbidos

Satarem

Juruti

Óbidos

Satarem

Curuai

100 kmTest site

Page 10: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Where to put the system ?

08/08/JUL/JUL/

20022002

24/24/JUL/JUL/

20022002

23/23/SEP/SEP/20012001

28/28/OCT/OCT/19991999

12/12/DEC/DEC/20012001

1- Image time series to define limit of the lake across a maximum water level amplitude

Boolean operations over Amazon plume maps derived from Landsat TMBoolean operations over Amazon plume maps derived from Landsat TMtime series at key distinct stages of the hydrologic cycletime series at key distinct stages of the hydrologic cycle

Page 11: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio
Page 12: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Meteorological variables:

Wind (Direction and velocity), Atmospheric

Pressure, Air Temperature, Moisture, Radiation

(incident and reflected) Limnological variables:

Water temperature at 4 levels

pH, Conductivity, Turbidity, Chlorophyll a

Dissolved Oxigen

What to measure?

Page 13: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Data base

How to organize the data?

Page 14: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Data Analyses

• Missing data “correction”

• Export data according to previous definition– Data above or bellow a given threshold– Daily average– Montly average and so on.

Page 15: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Data Analyses

• Correlation analyses– What are the variables explaining changes in

chlrophyll concentration

Page 16: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Results• Correlation analyses

Water Level -0,57 Wind -0,26

Air Temp -0,30 Air Moisture 0,26 Water Temp -0,16

Turbidity 0,66

significant at 95%

Page 17: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

0

5

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601/

jan

20/ja

n

8/fe

v

27/f

ev

18/m

ar

6/ab

r

25/a

br

14/m

ai

2/ju

n

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n

10/ju

l

29/ju

l

17/a

go

5/se

t

24/s

et

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ut

1/n

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20/n

ov

9/d

ez

28/d

ez

Ch

loro

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yll

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(u

g/l

)

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Wat

er le

vel (

m)

Chlorophyll Water Level

0

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Rising High Receding Low

Cllo

rop

hyll c

on

cen

trati

on

(u

g/l)

Average Chl (mg/l)

Feb/04

Jun/04

Oct/03

Dec/03

Page 18: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

0

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1-jan 1-fev 1-mar 1-abr 1-mai 1-jun 1-jul 1-ago 1-set 1-out 1-nov 1-dez

Mo

nth

ly A

ve

rag

e o

f C

hlo

rop

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ll c

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ce

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(m

g/l)

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Mo

nth

ly w

ater

lev

el h

eig

ht

(m)

Chlorophyll Water level (m)

Page 19: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

0

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jan-0

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jan-0

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fev-

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mar

-03

mar

-03

abr-0

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abr-0

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mai-

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jun-0

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jun-0

3jul

-03jul

-03

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set-0

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Ch

loro

ph

yll (

ug

/l)

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Tu

rbid

ity

(NT

U)

Chlorophyll (ug/l) Water Level (m) Turbidez (NTU)

August, 2003April, 2003

Page 20: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

chlorophyll and water level

chlorophyll and turbidity

Period=10 daysNegativeLowAssimetricAfter 10 days Of rising waterChl concentraion drops

Period=1 and 10 daysPositiveLowAssimetricAfter 1 day ofIncreased chlConcentration,Turbidity increasesAfter 10 days ofIncrease chl, turbidiyAlso increases.

Page 21: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Conclusions• cross-correlation analysis between daily chlorophyll and

water level shows with 95 percent confidence that the highest value (r= - 0,59) corresponded to a negative lag of 10 days.

• for lags larger and smaller than 50 days the correlation drops and loses statistical significance

• at this lake region seasonal changes in Amazon river discharge explains only about 38 % of daily average of chlorophyll concentration.

• Cross-correlation between chlorophyll and turbidity shows with 95 % confidence level that the highest value (r= 0.

Page 22: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

Data base

Page 23: Temporal variability of Chlorophyll-a concentration in floodplain lakes in response to seasonality of Amazon River discharge Evlyn Moraes Novo, INPE Claudio

0

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1-jan 1-fev 1-mar 1-abr 1-mai 1-jun 1-jul 1-ago 1-set 1-out 1-nov 1-dez

Mo

nth

ly A

ve

rag

e o

f C

hlo

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ll c

on

ce

ntr

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on

(m

g/l)

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2

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5

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11

Mo

nth

ly w

ater

lev

el h

eig

ht

(m)

Chlorophyll Water level (m)