BIOINFORMATIC MAPPING OF OCEAN BIOGEOCHEMICAL PROVINCES
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Transcript of BIOINFORMATIC MAPPING OF OCEAN BIOGEOCHEMICAL PROVINCES
BIOINFORMATIC MAPPING OF OCEAN BIOGEOCHEMICAL
PROVINCESMatthew Oliver (U. Del.)
Oscar Schofield (Rutgers)
Andrew Irwin (Mt. Allison University)
Paul Falkowski (Rutgers)
Static, manual provinces
Longhurst (1995, 1998, 2006)
Questions• Can We Make Dynamic
Provinces (space-time variant)?
• Why?
• Biome boundaries are predictive of hydrography
• Changes in biome size and distributions are bellwethers for cyclical and secular earth cycles
• True comparative analysis by controlling for advection (ie making provinces a quantitative measurement)
Automatic unsupervised classification
Oliver et al (2004) JGR Oceans
SeaWiFSMODIS/AquaAVHRR SST
2006 Annual mean
Maps are quite similar
Are they real?
Time Series
Province areas (sum of 3)
ENSO indexes
2003 Jan 2006 Dec
Jan 2006
Gyre area
Jan 1998
To
Dec 2006
Jan 2006
Gyre area
Jan 1998
To
Dec 2006
Months since January 1998Months since January 1998
Are
a of
Bio
me
(% o
f E
arth
)A
rea
of B
iom
e (%
of
Ear
th)
Southern Hemisphere GyresSouthern Hemisphere Gyres
Northern Hemisphere GyresNorthern Hemisphere Gyres
Months since January 1998Months since January 1998
Are
a of
Bio
me
(% o
f E
arth
)A
rea
of B
iom
e (%
of
Ear
th)
Southern Hemisphere GyresSouthern Hemisphere Gyres
Northern Hemisphere GyresNorthern Hemisphere Gyres
Are
a of
Bio
me
(% o
f E
arth
)A
rea
of B
iom
e (%
of
Ear
th)
Southern Hemisphere GyresSouthern Hemisphere Gyres
Northern Hemisphere GyresNorthern Hemisphere Gyres
Tot
al C
fix
atio
n (
g / d
) T
ren
dT
otal
C f
ixat
ion
(g
/ d)
Tre
nd
Combined Global Combined Global GyresGyres
Combined Tropical Combined Tropical SeasSeas
Jan 1998Jan 1998 Dec 2006Dec 2006
Informational Content in MODIS and Sea-WiFS/AVHRR are highly similar
Where are we?Have a verified method to make dynamic and
quantitative maps
Automatic Biomes reflect expert knowledge
Biomes are change in response to well known global processes
Biomes are being used to find cyclical and secular change in the ocean environment
Comparative analysis of primary production in provinces
Where are we going?• Iron Dust Impacts?
• Linking MODIS and Sea-WiFS/AVHRR records together
• Biomes/Water Masses as Fisheries Indicators
• Adding 3-D Structures to Biomes
1% 2% 3% 4%0%
φsat-NPQ
5% -2 210-1
Nutrient Stress Index
Iron Limited Nitrogen Limited
1% 2% 3% 4%0%
φsat-NPQ
5% -2 210-1
Nutrient Stress Index
Iron Limited Nitrogen Limited
Where are we going?• Iron Dust Impacts?
• Linking MODIS and Sea-WiFS/AVHRR records together
• Biomes/Water Masses as Fisheries Indicators
• Adding 3-D Structures to Biomes
NMFS Fish Stock Indicators
Where are we going?• Iron Dust Impacts?
• Linking MODIS and Sea-WiFS/AVHRR records together
• Biomes/Water Masses as Fisheries Indicators
• Adding 3-D Structures to Biomes
argo
Contact UsAndrew Irwin: [email protected]
Poster 227
Matt Oliver: [email protected]
Poster 218
Oliver et al (2004) JGR Oceans