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Page 1: Population Connectivity and Management of an Emerging Commercial Fishery

Population Connectivity and Management of an Emerging

Commercial Fishery

Crow White ESM 242 Project May 31, 2007

Page 2: Population Connectivity and Management of an Emerging Commercial Fishery

Adult (15 cm)

Recruits

Kellet’s whelk

Kelletia kelletii

Page 3: Population Connectivity and Management of an Emerging Commercial Fishery

Focus of developing fishery

Sold to US domestic Asian market (mostly in LA)

Mean price = $1.43/kg = ~$0.15/whelk

Ase

ltin

e-N

eils

on

et

al.

200

6

Page 4: Population Connectivity and Management of an Emerging Commercial Fishery

Caught as by-catch by commercial trap fishermen

Page 5: Population Connectivity and Management of an Emerging Commercial Fishery

Research questions:

What is the optimal harvest path that maximizes net present value of the Kellet’s whelk fishery?

Short-term.

Long-term.

How do they differ?

Page 6: Population Connectivity and Management of an Emerging Commercial Fishery

SBA

NCI

Focus on Santa Barbara area

Two patches:

SBA: Santa Barbara mainland

NCI: Northern Channel Islands

Patches differ with respect to:

Habitat area, stock size & density

Intra- and inter-patch dispersal dynamics

Protection in reserves

Santa Barbara

Page 7: Population Connectivity and Management of an Emerging Commercial Fishery

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EQUATION OF MOTION (patch A):

Adult stock [mt] Growth rate “Connectivity” = probability of dispersal

Harvest [mt] Annual natural mortality rate

Density dependent recruitment K = kelp [km2]

Juvenile mortality

t = time in years

Tj = time until reproductively mature = age of legal size for fishery

Page 8: Population Connectivity and Management of an Emerging Commercial Fishery

CONSTRAINTS:

tt NH 0Harvest in a patch must be equal or greater than zero, as well as equal or less than the current stock in that patch

*, 2.0 BBH tBt

In Northern Channel Islands patch harvest may not reduce stock below 20% of its virgin size

Page 9: Population Connectivity and Management of an Emerging Commercial Fishery

12 reserves constituting ~20% of the NCI coastline

Page 10: Population Connectivity and Management of an Emerging Commercial Fishery

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EQUATION OF MOTION (patch A):

Adult stock [mt] Growth rate “Connectivity” = probability of dispersal

Harvest [mt] Annual natural mortality rate

Density dependent recruitment K = kelp [km2]

Juvenile mortality

t = time in years

Tj = time until reproductively mature = age of legal size for fishery

Page 11: Population Connectivity and Management of an Emerging Commercial Fishery

SBA

NCI

Thanks Mike!

Page 12: Population Connectivity and Management of an Emerging Commercial Fishery
Page 13: Population Connectivity and Management of an Emerging Commercial Fishery
Page 14: Population Connectivity and Management of an Emerging Commercial Fishery

SBA NCI

0.00

0.20

0.40

0.60

0.80D

en

sit

y +

/- S

E [

#/m

^2

]

(N = 4) (N = 4)

Pattern supported by lobster/Kellet’s whelk fisherman (John Wilson, per. comm. 16 May 2007)

Page 15: Population Connectivity and Management of an Emerging Commercial Fishery
Page 16: Population Connectivity and Management of an Emerging Commercial Fishery

Protected in reserves

Page 17: Population Connectivity and Management of an Emerging Commercial Fishery

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tAttA

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ABTt

AATttt

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eeCB

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EQUATION OF MOTION (patch A):

Adult stock [mt] Growth rate “Connectivity” = probability of dispersal

Harvest [mt] Annual natural mortality rate

Density dependent recruitment K = kelp [km2]

Juvenile mortality

t = time in years

Tj = time until reproductively mature = age of legal size for fishery

Page 18: Population Connectivity and Management of an Emerging Commercial Fishery

Mean size (n = 1000+)

m = 1/mean age = 0.068

Tj = ~6 years

Annual natural mortality rate:

Time until mature:

Mature:

(Growth data from D. Zacherl 2006 unpub. Res.)

Page 19: Population Connectivity and Management of an Emerging Commercial Fishery

)(...

)...)()()...(

...)((

,,

)1(/

1

tAttA

TmKAg

ABTt

AATttt

HAmH

eeCB

CAAA

jAjTtA

j

j

EQUATION OF MOTION (patch A):

Adult stock [mt] Growth rate “Connectivity” = probability of dispersal

Harvest [mt] Annual natural mortality rate

Density dependent recruitment K = kelp [km2]

Juvenile mortality

t = time in years

Tj = time until reproductively mature = age of legal size for fishery

Page 20: Population Connectivity and Management of an Emerging Commercial Fishery

Kellet’s whelk, Kelletia kelletii

1000+ larvae per egg capsule

Page 21: Population Connectivity and Management of an Emerging Commercial Fishery

mLog

K

Ng

1*

Density dependence coefficient

Given each patch is a closed system and Tj = 1:

N* = virgin carrying capacity.

Page 22: Population Connectivity and Management of an Emerging Commercial Fishery

)(...

)...)()()...(

...)((

,,

)1(/

1

tAttA

TmKAg

ABTt

AATttt

HAmH

eeCB

CAAA

jAjTtA

j

j

EQUATION OF MOTION (patch A):

Adult stock [mt] Growth rate “Connectivity” = probability of dispersal

Harvest [mt] Annual natural mortality rate

Density dependent recruitment K = kelp [km2]

Juvenile mortality

t = time in years

Tj = time until reproductively mature = age of legal size for fishery

Page 23: Population Connectivity and Management of an Emerging Commercial Fishery

Csource-destination:

CSBA-SBA = 0.15

CSBA-NCI = 0.34

CNCI-NCI = 0.35

CNCI-SBA = 0.27

Gastropod larva K. kelletia settler

(OIPL 2007) (Koch 2006)

SBA

NCI

Thanks James!

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Of the total number of settlers arriving at a patch:

Santa Barbara Area Northern Channel Islands

SBA NCI

Closed system:

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Economics:

Revenue based on demand curve:

revenue(t) = choke price – (Harvest[t])(slope)

Cost based on stock effect:

cost(t) = θ / stock density

π(t) = (revenue[t] – cost[t])(1 – r)^-t

r = discount rate = 0.05

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Choke price = max(Price [1979-2005])

All whelks in system

Profit calculated at end of each year’s harvest

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mr = mc = θ / density, when

density = 0.1*min(SBA* or NCI*)

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mr, given supply = 1 mt

Marginal profit calculated during harvest

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Optimization procedure

Short-term: 40 years of harvest

Let un-harvested system equilibrate

Search for optimal harvest path: employ constrained nonlinear optimization function (derivative-based algorithm) in program Matlab.

Goal: find optimal H that maximizes NPV = ∑ π(t)

Long-term: Steady state (t → ∞)

Iterative exploration of all combinations of constant escapement (A – H ≈ 0 – 100%) in each patch.

run until system equilibrates

Goal: identify escapement combination that maximizes π at t = final.

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Short-term (40-year) optimal harvest path

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Harvest path is variable and different in the two patches

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HigherLower

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Initial spike in harvest

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Harvest limited by NCI reserve constraint

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Harvest until mr = mc

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Harvest path is semi-cyclic: due to delayed development?

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NPV = ∑ π(t) = $1,279,900

~$32,000/year

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10,000 simulations:NPV

H*H* - (v/2)(H*) H* + (v/2)(H*)

H(t) = H* + U[-v/2, +v/2](H*)

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10,000 simulations:

90% NPVH*H* - (v/2)(H*) H* + (v/2)(H*)

NPV

H(t) = H* + U[-v/2, +v/2](H*)

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Long-term optimal harvest

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Harvest everything

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Harvest everything

$68,067/year

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Harvest everything

$68,067/year

40-year horizon and r = 0.05: ~$31,000/year

Page 46: Population Connectivity and Management of an Emerging Commercial Fishery

Harvest everything

$68,067/year

40-year horizon and r = 0.05: ~$31,000/year

Page 47: Population Connectivity and Management of an Emerging Commercial Fishery

Harvest everything

$68,067/year

40-year horizon and r = 0.05: ~$31,000/year

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Harvest everything

90%

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90%

Harvest everything

Plenty

Room for uncertainty:

Little

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90%

NCI reserve constraint

Harvest everything

NCI used as a source, regardless of regulation!

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Future research:

1.Improve accuracy in parameter estimates (e.g., λ, population density) and re-run analysis.

1.Relevance of NCI reserve constraint?

2.Incorporate known variability (e.g., connectivity across years) and uncertainty (e.g., in λ and form of density dependence function) into analysis.

3.Apply model to a variety of systems characterized by different levels of connectivity.

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Currents

Oceanographic boundaries

(Gaylord & Gaines 2000)

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Central CA

Southern CA

US

Mexico

Borders dividing fishery management jurisdictions

Is cooperation in cross-border management part of the optimal solution?

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Thank you!

Page 55: Population Connectivity and Management of an Emerging Commercial Fishery

Thank you!

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10,000 simulations:

90% net present value

H*H* - U[1-v,1+v](H*)

H* + U[1-v,1+v](H*)

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Southern hemisphere cetaceans (Hilborn et al. 2003)

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“Rapid worldwide depletion of predatory fish” (Myers &

Worm 2003)

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Mean size (n = 1000+)

m = 1/mean age = 0.068

Annual natural mortality rate:

Page 60: Population Connectivity and Management of an Emerging Commercial Fishery

Excellent for lawn art (match gnomes beautifully!)

Page 61: Population Connectivity and Management of an Emerging Commercial Fishery

Thank you!

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