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Pan-Arctic primary production: State-of-the-Art on estimation from ocean color remote sensing data Marcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University / CNRS Laboratory Laval University, Quebec City, Canada Département de Biologie, Chimie et Géographie Université du Québec à Rimouski Rimouski, Canada And contributions from Flavienne Bruyant (CERC) and Yannick Huot (U. Sherbrooke)

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Page 1: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Pan-Arctic primary production: State-of-the-Art on estimation from ocean color remote sensing data

Marcel Babin

&  Simon BélangerCanada Excellence Research Chair

« Takuvik »Joint Laval University / CNRS LaboratoryLaval University, Quebec City, Canada

Département de Biologie, Chimie et GéographieUniversité du Québec à Rimouski

Rimouski, Canada

And contributions from Flavienne Bruyant (CERC) and Yannick Huot (U. Sherbrooke)

Page 2: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Outline

1.

Description of our PP algorithm

2.

Discussion on limitations

3.

Results on magnitude and trends in pan‐ Arctic PP

Page 3: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production

Rationales

behind

our

Primary

Production Model

• « Case 1

»

optical

parameterizations

and algorithms are not valid

in the Arctic

Ocean

• A spectral approach

is

necessary

for light propagation  and absorption by phytoplankton, because

of 

competition

with

CDOM

and NAP

• An regional

parameterization

of photosynthetic parameters

must be

adopted

Page 4: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Standard ocean

color

chl

products

are not reliable

in the Arctic

Ocean

Page 5: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Standard ocean

color

chl

products

are not reliable

in the Arctic

Ocean

June

Page 6: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Standard ocean

color

chl

products

are not reliable

in the Arctic

Ocean

Page 7: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Globcolour

(1998‐2007)Monthly

GSM a

(443)Globcolour

(1998‐2007)Monthly

GSM a

(443)

ChlChl

Globcolour

(1998‐2007)Monthly

Lw

()Globcolour

(1998‐2007)Monthly

Lw

()

a

()a

()

Matsuoka et al. (2007)

Matsuoka et al. (2007) Lee et al. (2005)Lee et al. (2005)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

K

d

()Kd

()

E

d

(, 0+, t)Ed

(, 0+, t)

E

d

(, z, t)Ed

(, z, t)

PUR(z, t)PUR(z, t) PUR(z)PUR(z)

Arrigo

et al. (1998)Arrigo

et al. (1998)

E

K

(PUR)EK

(PUR)P

b

max= 2Pbmax= 2

PP( z,t ) Chl PB

max 1ePUR( z ) EK ( PUR ) See www.globcolour.info

Page 8: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Globcolour

(1998‐2007)Monthly

GSM a

(443)Globcolour

(1998‐2007)Monthly

GSM a

(443)

ChlChl

Globcolour

(1998‐2007)Monthly

Lw

()Globcolour

(1998‐2007)Monthly

Lw

()

a

()a

()

Matsuoka et al. (2007)

Matsuoka et al. (2007) Lee et al. (2005)Lee et al. (2005)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

K

d

()Kd

()

E

d

(, 0+, t)Ed

(, 0+, t)

E

d

(, z, t)Ed

(, z, t)

PUR(z, t)PUR(z, t) PUR(z)PUR(z)

Arrigo

et al. (1998)Arrigo

et al. (1998)

E

K

(PUR)EK

(PUR)P

b

max= 2Pbmax= 2

PP( z,t ) Chl PB

max 1ePUR( z ) EK ( PUR ) See www.globcolour.info

Page 9: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Globcolour

(1998‐2007)Monthly

GSM a

(443)Globcolour

(1998‐2007)Monthly

GSM a

(443)

ChlChl

Globcolour

(1998‐2007)Monthly

Lw

()Globcolour

(1998‐2007)Monthly

Lw

()

a

()a

()

Matsuoka et al. (2007)

Matsuoka et al. (2007) Lee et al. (2005)Lee et al. (2005)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

K

d

()Kd

()

E

d

(, 0+, t)Ed

(, 0+, t)

E

d

(, z, t)Ed

(, z, t)

PUR(z, t)PUR(z, t) PUR(z)PUR(z)

Arrigo

et al. (1998)Arrigo

et al. (1998)

E

K

(PUR)EK

(PUR)P

b

max= 2Pbmax= 2

PP( z,t ) Chl PB

max 1ePUR( z ) EK ( PUR ) See www.globcolour.info

Page 10: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Photosynthetic

parameters

Arrigo and Sullivan (1994)

Page 11: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Photosynthetic

parameters

Rey (1991)

Barents Sea

Page 12: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Photosynthetic

parameters

Beaufort Sea

Num

ber

PBmax [mg C (mg chl a)-1 h-1] Ek (mole photons m-2 s-1)

~0.5 ~23

Page 13: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Photosynthetic

parameters

Page 14: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Globcolour

(1998‐2007)Monthly

GSM a

(443)Globcolour

(1998‐2007)Monthly

GSM a

(443)

ChlChl

Globcolour

(1998‐2007)Monthly

Lw

()Globcolour

(1998‐2007)Monthly

Lw

()

a

()a

()

Matsuoka et al. (2007)

Matsuoka et al. (2007) Lee et al. (2005)Lee et al. (2005)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

SBDART

(RT

code)ISSCP

cloud

, [cloud], ozone)

K

d

()Kd

()

E

d

(, 0+, t)Ed

(, 0+, t)

E

d

(, z, t)Ed

(, z, t)

PUR(z, t)PUR(z, t) PUR(z)PUR(z)

Arrigo

et al. (1998)Arrigo

et al. (1998)

E

K

(PUR)EK

(PUR)P

b

max= 2Pbmax= 2

PP( z,t ) Chl PB

max 1ePUR( z ) EK ( PUR ) See www.globcolour.info

Page 15: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Impact of pixels with

no OC data

Region

Considered Relative difference

between

PP with

OC only, and PP for 

all ice‐free areas

All Arctic

waters ‐6.7%

> 60° ‐30%

Arctic

Basin ‐47%

Page 16: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Results

Latitudecriterion

This study Longhurst et al. (1995)

Behrenfeld & Falkowski (1997)

Antoine et al. (1996)

Pabi et al. (2008)

All Arctic (sensu IHO)

0.62* - - - -

>60° 0.46 - - - -

>66.5° 0.26 - - - 0.42

>70° 0.19 1.4 0.4 0.6 -

* Gt

C y‐1

Primary

Production

Page 17: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

PP : GSM VS OC4v4 for year

2007Region GSM OC4v4 %diff

Greenland 51.9 65 25.2%

Norwegian  97.7 98.3 0.6%

Barents 70.9 80 13%

Kara 24.5 39.5 61%

Laptev 15.3 22 44%

East Sib Sea 16.5 22.7 38%

Chukchi 9.6 14 46%

Beaufort 6.7 11.3 69%

Baffin Bay 11.9 18.1 52%

Hudson Bay 18.3 27.3 49%

Arctic Ocean 14.2 22.4 57%

Circumpolar Arctic: 293 378 29%

Page 18: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Mean

Anuual

Primary

Production

Page 19: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Primary

Production trend

Page 20: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Ice

trend during

the last decadeSpring Summer

Page 21: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Trend in Chlorophyll

concentration

June July

Page 22: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

What’s

next?

• To better document Arctic Ocean optical properties• To improve and validate algorithms• To address the DCM

problem

Page 23: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Zeu

ZmlZN

PPChl

The DCM

in the Arctic

Ocean

At lower latitudes In the Arctic Ocean

Page 24: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

The DCM

in the Arctic

Ocean

Morel & Berthon (1989)

Page 25: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

What’s

next?

• To better document Arctic Ocean optical properties• To improve and validate algorithms• To address the DCM

problem

• To further document phytoplankton photosynthesis• …

Page 26: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Thank

you!

Page 27: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Arctic

waters are optically

dominated

by CDOM

Matsuoka et al. (2007)

Page 28: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Arctic

waters are optically

dominated

by CDOM

Babin et al. (2003)

560 nm

412 nm 490 nm

510 nm

443 nm

a

aCDOM aNAP

AtlanticAdriaticBalticEng. ChannelMediterraneanNorth Sea

Methods

Primary

production model

a

Page 29: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Methods

Primary

production model

Matsuoka et al. (2007)

a * is

generally

lower

in the Arctic

Ocean

because

of the light regime

Page 30: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University
Page 31: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

Est

imat

edK

d(49

0) (m

-1)

Doron et al. (2007)

Page 32: Marcel Babin Simon Bélanger - ArcticNet › pdf › talks2010 › BabinMarcel.pdfMarcel Babin & Simon Bélanger Canada Excellence Research Chair « Takuvik » Joint Laval University

ResultsPrim

aryProd

uctio

n (Gt C

 y‐1)

1.05 Gt C y‐1

1.03 Gt C y‐1