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Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert [email protected] Department of Oceanography, University of Hawaii at Manoa Photo Jeff Muir © ISSF (2013) 2014 PICES

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Page 1: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO

Eunjung Kim and John R. Sibert !

[email protected] Department of Oceanography, University of Hawaii at Manoa

Photo  Jeff  Muir©  ISSF  (2013)

2014  PICES

Page 2: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Photos  Jeff  Muir©  ISSF  (2012)

Fish under a FAD

©Greenpeace  /  Paul  Hilton

video

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Video  by  Jeff  Muir  (ISSF)

Page 4: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Hampton 2008, SPC fisheries data

Tuna fisheries by fishing types and FADs sets in the Western and Central Pacific Ocean (WCPO)

0

3000

6000

9000

12000

FAD sets

FAD

sets

Page 5: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

A model to quantify the effects of FADs on tuna movement

• High catch on juvenile yellowfin and bigeye tuna (Freon and Dagorn 2000)

• Ecological traps by dFADs (Dagorn et al. 2012)

Manage FAD usage

Page 6: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Pacific Tuna Tagging Programme

• Period: 2005-current

• Target species : skipjack, yellowfin, and bigeye tuna

• Release: 243,495

• Recaptures: 40,071 (16% recovery)

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• Fishing effort ( Fijnf ) data (2005-2012)

- The Western and Central Pacific Fisheries

Commission (WCPFC)

Reported fishing effort by each Nationality in Fleet

type (f)

by month (n)

by 1°geographic resolution (i, j)

Fisheries Data

Page 8: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

• FAD set data (2005-2012)

- The Western and Central Pacific Fisheries

Commission (WCPFC)

Reported position (p) of FAD sets (fishing date,

position, type of sets)

by month (n)

by 1°geographic resolution (i, j)

➜ FAD density ⇢ijn =X

ijn

p

Page 9: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Model description

• Advection-Diffusion Reaction Model

@N

@t

=@

@x

(D@N

@x

) +@

@y

(D@N

@y

)� @

@x

(uN)� @

@y

(vN)� ZN

Diffusion (D) Advection (u,v)

Mortality (Z)

Nxyt

=ctX

c=1

eNxytc

Zxyt

= M +X

f

Fxytf

Fxytf

= Qf

Exytf

N = tag density

C = cohort

M = natural mortality

F = fishing mortality

Q = catchability coe�cient

E = fishing e↵ort

Page 10: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

u = u

r

+@⇢

@x

G

max

v = vr

+@⇢

@y

Gmax

Advection component

ur

= natural advection in E-W

vr

= natural advection in N-S

Gmax

= maximum gradient of FAD

= taxis coe�cient

• FAD-Advection-Diffusion Reaction Model

Page 11: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Diffusion Component

𝜌 = FAD density 𝛾 = reduction rate of D

0 20 40 60 80 1000

2000

4000

6000

8000

10000

FAD density (FAD/1º2)

Diff

usio

n (N

mi2 /

mon

th)

• FAD-Advection-Diffusion Reaction Model

Page 12: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

FAD density

u,v and D

Page 13: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Simulation process

PTTP Skipjack

conventional tag data

FAD-ADR model

Movement parameters

Simulation on 1997/98 El Niño

FAD distribution

Simulation on 1998/99 La Niña

FAD distribution

My Ph.D. work

Application

𝜓= FAD taxi coefficient (11.9) 𝛾= reduction rate of D (0.11) D=maximum diffusion (15500.2)

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Model fit with PTTP skipjack data

observed

predicted

Page 15: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

PTTP 2005~

2009 FAD

closure

Oceanic Nino Index (ONI)

140E 160E150E 170E 170W18015S

10S

5S

0

5N

140E 160E150E 170E 170W18015S

10S

5S

0

5N

Page 16: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

Initial condition for simulation

• running month :18 month

• Fishing and natural mortality = 0

• Movement of fish : D, 𝛾, and 𝜓

Page 17: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

1997/98 El Niño

0

0

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Page 19: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

0

0

1998/99 La Niña

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Results and summary

• The use of FADs in the tuna fishing is increasing by development to buoy technology.

• The affect of FAD on tuna population is unknown.

• FAD-ADR model can quantify the effect of FAD on tuna using tagging data.

• Densities of dFAD in 1997/98 El Niño and 1998/1999 La Niña reflect the surface ocean current.

• Simulated fish densities during El Niño and La Niña are controlled by the distribution of FAD densities.

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Future works

• Regional study on the most attractive regions for yellowfin and bigeye tuna.

• Understanding the distribution of dFAD

• 2011 tsunami debris with temperate tuna species?

Page 22: Simulation study on the distribution of skipjack tuna in ... · Simulation study on the distribution of skipjack tuna in relation to FADs during ENSO Eunjung Kim and John R. Sibert

acknowledgment

• SPC

• WCPFC

• PFRP

• JIMAR

• PICES/NSF for travel fund