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Front Detection in Chlorophyll and SST Satellite Imagery - Ocean's ...

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<strong>Satellite</strong> Oceanography of <strong>Front</strong>s<br />

as Biological Hotspots<br />

Igor Belk<strong>in</strong><br />

University of Rhode Isl<strong>and</strong><br />

Collaborators:<br />

Peter Cornillon <strong>and</strong> David Ullman (URI)<br />

Jay O’Reilly, Kim Hyde, <strong>and</strong> Teresa Ducas (NOAA)<br />

Supported by NASA <strong>and</strong> NOAA<br />

Presented at Oceans: Challenges <strong>and</strong> Opportunities<br />

Porto, 14 May 2013


Questions <strong>and</strong> Answers<br />

Question: What is an oceanic front?<br />

Answer: <strong>Front</strong> – sharp, narrow boundary between<br />

two water bodies<br />

Question: Are they similar to atmospheric fronts that<br />

can be seen on TV weather forecasts?<br />

Answer: Yes!<br />

Question: Can we see oceanic fronts?<br />

Answer: Yes!


River Plume <strong>Front</strong> (Eel River, California)


Columbia River Plume <strong>Front</strong><br />

http://www.nwfsc.noaa.gov/research/divisions/fed/oceanecology.cfm


Kuroshio east of Japan


Kuroshio off Taitung County


<strong>Front</strong> off Taitung County


“L<strong>in</strong>e <strong>in</strong> the Sea” From Space<br />

Space Shuttle<br />

Atlantis (STS-46)<br />

<strong>Front</strong> !<br />

100 km<br />

Yoder et al., 1994, Nature


The same front up close (from ship deck)<br />

Rhizosolenia cells<br />

~1 m<br />

Yoder et al., 1994, Nature


Birds <strong>and</strong> <strong>Front</strong><br />

Red-necked Phalaropes (Phalaropus lobatus) sit on<br />

an oceanic front feed<strong>in</strong>g on krill (Thysanoessa sp<strong>in</strong>ifera).<br />

Credit: CondorExpressPhotos


Lights of the World From Space<br />

Squid <strong>and</strong> <strong>Front</strong>


Squid Fisheries at the Falkl<strong>and</strong> <strong>Front</strong>


Chl<br />

Data:<br />

NASA’s<br />

SeaWiFS<br />

Buenos Aires<br />

Low light imag<strong>in</strong>g data collected by<br />

U.S. Air Force Defense Meteorological<br />

<strong>Satellite</strong> Program. Data process<strong>in</strong>g by<br />

the NOAA National Geophysical Data<br />

Center. Courtesy Chris Elvidge.<br />

Image credit: Valeria<br />

Falabella from the<br />

Wildlife Conservation<br />

Society <strong>and</strong> the Sea &<br />

Sky Project.


Squid<br />

Fisheries


<strong>Chlorophyll</strong><br />

Bloom Along<br />

Falkl<strong>and</strong> <strong>Front</strong>


Albacore migration along the TZCF<br />

TZCF<br />

TZCF = Transition Zone Chl <strong>Front</strong><br />

Polov<strong>in</strong>a et al., 2001,<br />

Progress <strong>in</strong> Oceanography


MAY<br />

JUNE<br />

JULY<br />

TZCF<br />

Albacore<br />

AUGUST<br />

SEPTEMBER<br />

The spatial distribution of albacore CPUE<br />

(albacore/boat-days) from the US troll fishery<br />

shown as dots for May–Sep, 1998 overla<strong>in</strong> with<br />

the TZCF <strong>in</strong>dicated by the 0.2 mg/m3 surface<br />

chlorophyll isopleth.<br />

Polov<strong>in</strong>a et al., 2001,<br />

Progress <strong>in</strong> Oceanography, Fig.5


Swordfish <strong>and</strong> Subtropical <strong>Front</strong><br />

Hawaii<br />

NOAA R ⁄ V Townsend Cromwell meridional survey tracks (1996–2000) <strong>and</strong><br />

swordfish monthly catches per confidential set dur<strong>in</strong>g March–April 1996–1999. All<br />

catch data are from the Federal longl<strong>in</strong>e logbook program (Ito et al., 1998).<br />

Seki et al., 2002, Fisheries Oceanography, Fig. 1b<br />

Art source: http://pirate.shu.edu/~hendersh/Assignments/Assignment%20Ma<strong>in</strong>%20Page%20Homework%20Proj/Assgn%20Fish%20Id%20p149/fish.htm


Cayula-Cornillon Algorithm<br />

for <strong>Front</strong> <strong>Detection</strong><br />

<strong>in</strong> <strong>Satellite</strong> <strong>Imagery</strong>


<strong>Front</strong> <strong>Detection</strong>: Histogram Algorithm


World Atlas<br />

of Oceanic <strong>Front</strong>s


Atlantic Ocean<br />

FEB<br />

AUG


Indian Ocean, Boreal W<strong>in</strong>ter


Indian Ocean, Boreal Summer


Pacific Ocean, Boreal W<strong>in</strong>ter


Pacific Ocean, Boreal Summer


New Algorithm<br />

For <strong>Front</strong> <strong>Detection</strong>


USA<br />

Stepwise fronts


USA<br />

Chl bloom<br />

at <strong>SST</strong> front


<strong>Chlorophyll</strong><br />

Bloom Along<br />

Falkl<strong>and</strong> <strong>Front</strong>


<strong>SST</strong><br />

<strong>SST</strong><br />

(zoom)<br />

Chl<br />

ZOOM!<br />

Chl bloom<br />

at <strong>SST</strong> front<br />

Taylor <strong>and</strong> Ferrari, 2011


BOA: Algorithm for <strong>Chlorophyll</strong> <strong>Front</strong>s<br />

(Belk<strong>in</strong> <strong>and</strong> O’Reilly, 2009)<br />

• Algorithm preserves features endemic to<br />

Chl fields: (a) Chl blooms; (b) Chl<br />

enhancements along hydrographic fronts.<br />

• Ma<strong>in</strong> novelty: contextual median filter that<br />

preserves the Chl features of <strong>in</strong>terest.<br />

• Tested on Chl <strong>and</strong> <strong>SST</strong> imagery, 1997-2012.<br />

• Reference: Belk<strong>in</strong>, I.M., <strong>and</strong> J.E. O’Reilly (2009) An<br />

algorithm for oceanic front detection <strong>in</strong><br />

chlorophyll <strong>and</strong> <strong>SST</strong> satellite imagery, Journal of<br />

Mar<strong>in</strong>e Systems, 78 (3), 317-326.


<strong>SST</strong> <strong>Front</strong>s


<strong>Front</strong>s from New York to Nova Scotia<br />

Chl <strong>SST</strong>


<strong>Front</strong>s <strong>in</strong> Mid-Atlantic Bight<br />

Chl <strong>SST</strong>


Conclusions<br />

• <strong>Front</strong>s play major roles as ecosystem<br />

boundaries, migration pathways,<br />

feed<strong>in</strong>g <strong>and</strong> spawn<strong>in</strong>g grounds etc.<br />

• Biologically-important Chl <strong>and</strong> <strong>SST</strong><br />

fronts can be reliably mapped from<br />

satellite data<br />

• In-situ studies of biophysical<br />

<strong>in</strong>teractions <strong>in</strong> frontal zones must be<br />

conducted at front-resolv<strong>in</strong>g scales


Break<strong>in</strong>g News<br />

The BOA algorithm has been<br />

officially adopted by NOAA for<br />

operational production of Chl<br />

frontal maps<br />

Daily maps of Chl fronts generated<br />

by BOA will become freely<br />

available from NOAA <strong>in</strong> July 2013


Sunset at the tidal mix<strong>in</strong>g front, Georges Bank<br />

THANK YOU!

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