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Florida E nvironm ental R esearch Institute Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research Institute John J. Walsh, Dwight A. Dieterle, and Jason Jolliff Department of Marine Science, University of South Florida

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Page 1: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Center for Remote Sensing and Computational Ecology

PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF

W. Paul Bissett

Florida Environmental Research Institute

John J. Walsh, Dwight A. Dieterle, and Jason Jolliff

Department of Marine Science, University of South Florida

Page 2: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Contributors to the Presentation

• This work presented here is part of a larger program to predict Inherent and Apparent Optical Properties (IOPs and AOPs) in the coastal ocean (ONR HyCODE program) and the Ecology of Harmful Algal Blooms (ONR/NSF/NOAA/EPA ECOHAB).

• Field data provided by –– R. Arnone, Naval Research Laboratory-Stennis Space Center

– T. Hopkins & T. Sutton, University of South Florida

– G. Kirkpatrick, Mote Marine Laboratory

– S. Lohrenz, University of Southern Mississippi

– R. Weisberg, University of South Florida

Page 3: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Page 4: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Red Tides on the West Florida Shelf

Gymnodinium breve

Breve-toxin causes fish kills and respiratory ailments.

In 1996, an extended G. breve bloom was implicated in the deaths of 149 manatees off west coast of Florida.

Page 5: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

West Florida Shelf (WFS)

ECOHAB Control Volume

Page 6: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 1.0 Review

–four functional groups of phytoplankton

–heterotrophic and chemolithic bacteria

–two forms of dissolved organic carbon and nitrogen

–spectral light (5 nm resolution)

–differential (non-redfield) carbon and nitrogen cycling

–grazing, sinking, and excretion

–particulate remineralization

–nitrification and nitrogen-fixation

–surface gas exchange

–colored dissolved organic carbon cycling

Page 7: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Formulation

Pro-Chloro-coccus

Dino-flagellate

SedimentDetritus

PelagicDiatom

s

G. breveTricho-

desmium

CoastalDiatoms

Synecho-coccus

RelictDOM

PredatorClosure

LysedDOM

Iron NH4 NO3CO2

Air/SeaCO2

ExcretedDOM

Dust Physical Mixing and Advection

Light

Copepod Ciliates Hetero-Flagellet

Bacteria

Viruses

N2PO4 SiO4

Page 8: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Formulation

• Transition from 1- to 3-dimensional coding.

• Addition of phosphorous, silica, and iron as limiting nutrients. – All POM and DOM state variables are independent, allowing for

“non-Redfield” stoichiometry.

• Addition of 3 new phytoplankton functional groups.– Coastal diatoms, coastal dinoflagellates, and G. breve.

• Living particulate detritus absorption addition to phytoplankton inherent optical properties (IOPs).

• New CDOM cycling dynamics.– Color is now conserved and assumed to be recalcitrant to bacterial

remediation.

• Bottom boundary claims all fluxing particulate material.– Sediment chlorophyll a can be as high as overlying waters.

Page 9: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim Light Model

For each depth interval

light attenuationc(,t) = a(,t) + b(,t)

absorptiona(,t) = awater() + aphyto() + aCDOM() + ased() scatteringb(,t) = bwater() + bphyto() + bCDOM() + bsed() backscatteringbb(,t) = bb,water() + bb,phyto() + bb,CDOM() + bb,sed()geometric structure of lightd() = fxn[b(,t),c (,t), 0()] diffuse light attenuationd() = [a(,t) + bb(,t)]/d()]water leaving radiance to a satelliteLu() = fxn[a(,t),b(,t), bb(,t),Ed(,t), d(), d(u()]

Page 10: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

West Florida Shelf (WFS)

ECOHAB Control Volume

Florida Middle Grounds

Page 11: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Aerial Photograph of TrichodesmiumSt. Petersburg Beach, FL July 7, 1995

Trichodesmium Bloom

Page 12: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Location of G. breve October 2000

Page 13: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Location of G. breve October 2000

Page 14: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Mooring Locations on WFSOcean Circulation Group (http://ocg6.marine.usf.edu/)

R. Weisberg USF

Page 15: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

September 1998

Page 16: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

October 1998

Page 17: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

November 1998

Page 18: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

December 1998

Page 19: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

2-Dimensional Representation of WFS

Page 20: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

34

34.5

35

35.5

36

Dep

th (

m)

A

0 10 20 30 40 50 60 70 80 90

0

10

20

30

40

oC

20

22

24

26

28

Dep

th (

m)

B

0 10 20 30 40 50 60 70 80 90

0

10

20

30

40

c(m-1)

1.42

1.548

1.679

Dep

th (

m)

Distance (km) from initial offshore deployment

Zone 1

Zone 2

Zone 3

C

0 10 20 30 40 50 60 70 80 90

0

10

20

30

40

High Resolution Sampler (HRS) T. Hopkins & T. Sutton (USF) September 22-23, 1998

Page 21: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Mote Marine EcoHAB CruiseG. Kirkpatrick September 22, 1998

Page 22: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Nutrients (Day 270)

Page 23: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Phytoplankton Carbon (Day 270)

Page 24: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Chlorophyll a (Day 270)

Page 25: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim Phytoplankton C:N Ratio (Day 270)

Page 26: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Particulate and CDM Absorption412 and 487 nm (Day 270)

Page 27: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Absorption and Diffuse Attenuation412 and 487 nm (Day 270)

Page 28: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0Predicted Particulate

Absorption (Day 270)

0

0.02

0.04

0.06

0.08

0.1

0.12

350 400 450 500 550 600 650 700 750 800 850

Wavelength(nm)

aph

(m

-1)

apig

TfapigStation A1

(mouth of Tampa Bay)

Measured Absorption aph()

S. Lohrenz (USM) October 1998

9 m, near-shore

Chl a = 1.34 mg m-3

2 m, near-shore

Chl a = 1.61 mg m-3

Chl a = 0.95 mg m-3

(>3 micron)

Page 29: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

0

0.002

0.004

0.006

0.008

0.01

0.012

350 400 450 500 550 600 650 700 750 800 850

Wavelength(nm)

aph

(m

-1)

apigTfapig

Station A11 Offshore (2.9 m)

EcoSim 2.0Predicted Particulate

Absorption (Day 270)

Measured Absorption aph()

S. Lohrenz (USM) October 1998

1 m, off-shore

Chl a = 0.18 mg m-3

3 m, off-shore

Chl a = 0.14 mg m-3

Chl a = 0.14 mg m-3 (>3 micron)

Page 30: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

0

0.005

0.01

0.015

0.02

0.025

0.03

0.035

0.04

0.045

350 400 450 500 550 600 650 700 750 800 850

Wavelength(nm)

aph

(m

-1)

apigTfapig

Station A11 Offshore (67.6 m)

EcoSim 2.0Predicted Particulate

Absorption (Day 270)

Measured Absorption aph()

S. Lohrenz (USM) October 1998

39 m, off-shore

Chl a = 0.46 mg m-3

68 m, off-shore

Chl a = 0.45 mg m-3

Chl a = 0.38 mg m-3

(>3 micron)

Page 31: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoHAB Process CruiseG. Kirkpatrick (MML) October 5 – 12, 1998

Page 32: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

SeaWiFS Kd(490) CalculationOctober 6, 1998 B. Arnone (NRL-Stennis)

5.00

1.25

0.31

0.08

0.02

m-1

Page 33: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

SeaWiFS (SeaBAM) Chlorophyll aOctober 6, 1998 B. Arnone (NRL-Stennis)

45.0

7.61

1.32

0.23

0.04

m-1

Page 34: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Nutrients (Day 306)

Page 35: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Phytoplankton Carbon (Day 306)

Page 36: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Chlorophyll a (Day 306)

Page 37: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Absorption and Diffuse Attenuation412 and 487 nm (Day 306)

Page 38: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Mote Marine EcoHAB CruiseG. Kirkpatrick November 23, 1998

Page 39: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Phytoplankton Carbon (Day 324)

Page 40: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Chlorophyll a (Day 324)

Page 41: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Absorption and Diffuse Attenuation412 and 487 nm (Day 324)

Page 42: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoHAB Process CruiseG. Kirkpatrick November 16-19, 1998

Page 43: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

EcoSim 2.0 Phytoplankton Carbon (Day 324)Reduced Grazing Pressure on G. breve

Page 44: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Summary

• EcoSim 2.0 appears to generate reasonable IOP predictions across the West Florida Shelf in 1998.– But freshwater fluxes are critical to near-shore predictions of IOPs.

– Reconstruction of phytoplankton absorption spectral from pigment specific absorption yields errors in the blue.

• G. breve populations are minimal at all times during the year, including Loop Current intrusions.– Only way to get G. breve bloom is to increase nutrients without Si

and reduce grazing.

– Nitrogen-fixation may yield excess N, but is phosphorous limited in shelf waters.

Page 45: Center for Remote Sensing and Computational Ecology PREDICTION OF HYPERSPECTRAL IOPs ON THE WEST FLORIDA SHELF W. Paul Bissett Florida Environmental Research

FloridaEnvironmental

ResearchInstitute

Movies

Nutrients

Phytoplankton Carbon

Chlorophyll a

Particulate and CDM Absorption

Total Absorption and Diffuse Attenuation