climate-driven trends in contemporary ocean productivity

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Climate-driven Trends in Contemporary Ocean Productivity Michael Behrenfeld Oregon State University Robert O’Malley Jorge Sarmiento Wayne Esaias Don Shea Gene Feldman Robert Frouin Dave Siegel Allen Milligan Compton Tucker Emmanuel Boss Ricardo Letelier Dorota Kolber Toby Westberry James Randerson Nathan Pollack Chuck McClain Christopher Field Stephane Maritorena Paul Falkowski Sietse Los or “The World According to SeaWiFS”

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Robert O’MalleyJorge SarmientoWayne Esaias Don SheaGene FeldmanRobert Frouin Dave SiegelAllen MilliganCompton Tucker Emmanuel BossRicardo LetelierDorota Kolber Toby WestberryJames RandersonNathan Pollack Chuck McClainChristopher FieldStephane Maritorena - PowerPoint PPT Presentation

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Page 1: Climate-driven Trends in Contemporary Ocean Productivity

Climate-driven Trends in Contemporary Ocean Productivity

Michael BehrenfeldOregon State University

Robert O’Malley Jorge Sarmiento Wayne EsaiasDon Shea Gene Feldman Robert FrouinDave Siegel Allen Milligan Compton TuckerEmmanuel Boss Ricardo Letelier Dorota KolberToby Westberry James Randerson Nathan PollackChuck McClain Christopher Field Stephane MaritorenaPaul Falkowski Sietse Los

or

“The World According to SeaWiFS”

Page 2: Climate-driven Trends in Contemporary Ocean Productivity

• Biospheric NPP increased 6 Pg from 1997 El Nino to 1999 La Nina, with clearest response in oceans

Page 3: Climate-driven Trends in Contemporary Ocean Productivity

• In most central ocean gyres, chlorophyll concentrations decreased between 1997 and 2003

Page 4: Climate-driven Trends in Contemporary Ocean Productivity

• Declines in mid-ocean gyres chlorophyll associated with increases in sea surface temperature

Page 5: Climate-driven Trends in Contemporary Ocean Productivity

7 December 2006 Vol. 444 Nature

Tidbits

• Based on Vertically Generalized Production Model (VGPM)

• Initial increase = 1,930 TgC/yr

• Subsequent decrease = 190 TgC/yr

• Global trends dominated by changes in permanently stratified ocean regions (ann. ave. SST < 15oC)

global> 15oC

Page 6: Climate-driven Trends in Contemporary Ocean Productivity

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* Multivariate ENSO Index

Low

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Page 8: Climate-driven Trends in Contemporary Ocean Productivity

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ges

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) +3

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%) b

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Page 9: Climate-driven Trends in Contemporary Ocean Productivity

Tidbits

• Six different coupled climate models• Ocean biological responses to climate warming from industrial revolution to 2050• Marginal sea-ice biome area decreases 42% (N) and 17% (S)• Expansion of low production permanently stratified ocean by 4% (N) to 9.4% (S)• Subpolar gyre biome expands 16% (N) and 7% (S)• Stratification decreases nutrient supply and thus productivity in permanently stratified oceans• Stratification, extended growing season, and sea ice retreat enhance production at high latitudes• Significant shifts in community composition

Page 10: Climate-driven Trends in Contemporary Ocean Productivity

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Year1998 2000 2002 2004 2006

Year1998 2000 2002 2004 2006

global> 15oC

< 15oC

Page 11: Climate-driven Trends in Contemporary Ocean Productivity

…are there alternative explanations?L

ow

Latitu

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aly

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1.2‘99‘97 ‘00 ‘01 ‘02 ‘03 ‘04 ‘05 ‘06

Year

• Nutrient-driven changes in NPP

So, what do we really know?....• Satellites measure neither NPP or chlorophyll, they tell us about optics• SeaWiFS has recorded changes in ocean optical properties over vast regions• These changes are clearly linked to effects of climate variability on upper ocean temperature and stratification - not instrument or atmospheric artifacts

• Photo-oxidation of cDOM

• Light-driven changes in photoacclimation

Page 12: Climate-driven Trends in Contemporary Ocean Productivity

Spectral matching algorithms are a path to a solution…• Do not rely on the ‘bio-optic’ assumption – now known to be wrong• Would allow changes in cDOM photo-oxidation to be detected• Would allow changes in photoacclimation to be detected from Chl:C• Are not optimized with heritage ‘ocean color’ wavebands

Difference in chlorophyll estimates for standard wavelength-ratio and

spectral matching algorithms

cDOM from spectral matching algorithm

•Uncertainty in remote sensing products reflects inadequacy of heritage wavebands for separating different absorbing and scattering components.

Page 13: Climate-driven Trends in Contemporary Ocean Productivity

Measurement Maturity Index

Des

ired

Tra

ject

ory

1 2 3 4 5 6 7 81

2

3

4

5

6

7

8

Mea

sure

men

t Q

ualit

y In

dex

CZCS (1978-1985)

SeaWiFS(1997 - )

MODIS (2002 - )

VIIRS(2009 - )

AdvancedMission(2013 - )

Ins

uff

icie

nt

for

Cli

ma

te D

ata

Re

co

rd Current trajectory

Cli

ma

te D

ata

R

ec

ord

Qu

ali

ty

KeyFew science products

Extensive science products

* NOTE: MODIS Aqua climate-quality ocean biology data have only been achieved because SeaWiFS data were available for comparison

*

measured operationally

approaches limits on

performance

no known use for measurement

potential science return

SW

IRN

IRV

isib

le

CZ

CS

Se

aW

iFS

MO

DIS

VII

RS

SWIR NIR Visible Ultraviolet

5 nm resolution (335 – 865 nm) 17 aggregate bands

2 SWIRbands

Page 14: Climate-driven Trends in Contemporary Ocean Productivity

Backup Slides

Su

rface C

hlo

rop

hyll A

nom

aly

(Tg

)

Year1998 2000 2002 2004 2006

-0.15

-0.1

-0.05

0

0.05

0.1

0.15

> 15oC

Contemporary Changes in Ocean Chlorophyll during the SeaWiFS Era

El Nino – La Nina changes

Chlsat vs Chleuphotic

Other NPP models

Chlorophyll and MEI

NPP and MEI update

Zonal temperature changes

Surface chlorophyll updates

The 2006 minimum

Credit really belongs to the Ocean Color Group at NASA Goddard Space Flight Center and Ocean Biology and Biogeochemistry Program at NASA Headquarters

Page 15: Climate-driven Trends in Contemporary Ocean Productivity

• Biospheric NPP increased 6 Pg from 1997 El Nio to 1999 La Nia, with clearest response in oceans

(C)

(D)

Page 16: Climate-driven Trends in Contemporary Ocean Productivity

0.01 0.1 1 10 100 1000

Chlorophyll Concentration

0.01 0.1 1 10 100 1000

Rela

tive F

requency

Dep

th-i

nte

gra

ted

Year

1998 2000 2002 2004 2006

-0.012

-0.008

-0.004

0

0.004

0.008

Su

rface C

hlo

rop

hyll

An

om

aly

(Tg

)

global> 15oC

Page 17: Climate-driven Trends in Contemporary Ocean Productivity

Tidbits

• Three models: VGPM – polynomial VGPM – Eppley CbPM – Chl:C-based growth

• All show 2 primary trends

• Biggest differences is in slope of initial El Nino – La Nina period

Page 18: Climate-driven Trends in Contemporary Ocean Productivity

Chl

Chl

SS

TSS

TM

atc

hM

ism

atc

h

Chl

Chl

SS

TSS

TVGPM Polynomial

VGPM Eppley

matchup / mismatch

Page 19: Climate-driven Trends in Contemporary Ocean Productivity
Page 20: Climate-driven Trends in Contemporary Ocean Productivity

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Year

1998 2000 2002 2004 2006

MEI

Page 21: Climate-driven Trends in Contemporary Ocean Productivity

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subpolar

subtropical

equatorial

global

SST c

hanges

Page 22: Climate-driven Trends in Contemporary Ocean Productivity

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SeaWiFS time series – sequential months

Chlo

rophyll

anom

alie

s

All bins

Global

> 15C

< 15C

Page 23: Climate-driven Trends in Contemporary Ocean Productivity

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SeaWiFS time series – sequential months

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rface C

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Page 24: Climate-driven Trends in Contemporary Ocean Productivity

Quality and Maturity DefinitionsQuality and Maturity Definitions

Measurement Maturity Index1 = No known operational use for measurement2 = Parameter identified as having potential for operational significance 3 = Operational significance demonstrated through simulations4 = Pathfinder mission launched. Need for long term record widely accepted 5 = Pilot decision support tool (DST) use of space-based measurements6 = Space ops over sustained period. Adds value to DSTs.7 = Ready for transfer to operational use 8 = Measured operationally. Used operationally in existing DSTs.

Measurement Quality Index1 = Measurement identified as potentially providing significant science return2 = Initial measurements produced and calibrated3 = Geophysical, biological, or chemical properties inferred or estimated from

calibrated measurements4 = Geophysical, biological, or chemical properties inferred or estimated from

calibrated measurements and validated5 = Significant improvement in calibration, spatial resolution, spectral resolution,

temporal revisit, and/or spatial coverage over initial measurements6 = Second significant improvement in calibration resolution, temporal revisit,

and/or spatial coverage over initial measurements7 = Further significant improvement in calibration resolution, temporal revisit,

and/or spatial coverage over initial measurements8 = Measurement approaches theoretical or practical limits on performance