Ocean acidification is occurring negative impacts climate negative impacts fisheries.
Average Mutual Information and fisheries impacts
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Average Mutual Information and fisheries impacts
Manuel Zetina Rejón
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Simulation scenarios
0
0.5
1
1.5
2
2.5
0 5 10 15 20 25 30 35 40 45 50
Years of simulation
Rel
ativ
e fis
hing
eff
ort
• Campeche sound– Shrimp– Demersal– Pelagic– Beach seine– Octopus
• Terminos Lagoon– Finfish– Oyster– Blue crab
• All fisheries
![Page 3: Average Mutual Information and fisheries impacts](https://reader038.fdocuments.in/reader038/viewer/2022110211/56813196550346895d9807a6/html5/thumbnails/3.jpg)
Impact evaluation
Time
Rela
tive B
iom
ass
0
10%
-10%
Biomass
MC
TRResilience=
(R)
Persistence(P)
Recovery time(TR)
Magnitudeof change
(MC)
Disturbance
Δ F’s
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Effects of fisheries
All
Shrimp
Demersal
Pelagic
Beach seine
OctopusFinfish
-10
-8
-6
-4
-2
0
2
4
6
8
10
-10 -8 -6 -4 -2 0 2 4 6 8 10Axis 1 (49 %)
Axi
s 2
(20
%)
Persistence
All
Shrimp
Demersal
Pelagic
Beach seine
Octopus
Finfish
-15
-10
-5
0
5
10
15
-15 -10 -5 0 5 10 15Axis 1 (72 %)
Axi
s 2
(9 %
)
Magnitude of Change
AllShrimp
Demersal
Pelagic
Beach seineOctopus
Finfish
-15
-10
-5
0
5
10
15
-15 -10 -5 0 5 10 15Axis 1 (70 %)
Axi
s 2
(10
%)
Recovery time
All
Shrimp
Demersal
PelagicBeach seine
Octopus
Finfish
-10
-8
-6
-4
-2
0
2
4
6
8
10
-10 -8 -6 -4 -2 0 2 4 6 8 10Axis 1 (57 %)
Axi
2 (
16 %
)
Resilience
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0
0.2
0.4
0.6
0.8
1
1.2
1.4
Time
Rel
ativ
e B
iom
ass
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Time
Rel
ativ
e B
iom
ass
Resilience indicator:Area of change (AC)
),()( tit MaxBBMax
),()( tit MinBBMin
dtBMinBMaxACfin
ini
t
t
tt )( )()(
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Time
Rel
ativ
e B
iom
ass
Low Impacts = Low ACHigh Impacts = High AC
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Area of Change
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
2 6 10 14 18 22 26 30 34 38 42 46 50 2 6 10 14 18 22 26 30 34 38 42 46 50 2 6 10 14 18 22 26 30 34 38 42 46 50
Years of Simulation
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
ShrimpSC
Rel
ati
ve
Bio
mas
s
DemersalSC
PelagicSC
Beach seineSC
FinfishLT
OctopusSC
OysterLT
Blue crabLT
All
AC=102.8 AC=43.3 AC=201.3
AC=22.8 AC=37.0 AC=77.9
AC=0 AC=0 AC=258.4
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All
Pelagic
Finfish
Shrimp
Demersal
Octopus
Beach seine
R 2 = 0.97
1
21
41
61
81
101
121
141
161
50 100 150 200 250 300
AC
MA
GN
ITU
DE
OF
CH
AN
GE
AllPelagic
Finfish
Shrimp
Demersal
Octopus
Beach seine
R2 = 0.96
1
6
11
16
21
26
31
36
RE
CO
VE
RY
TIM
E
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Information Theory (Ulanowicz, 1986)
Average Mutual Information ( I ) measures the probability that a unit of energy flows to certain destination.
When uncertainty of the destination is high, I is bigger, quantifies degree of articulation in network/models.
Measure of organization, higher in mature and complex systems.
The I is higher while more complex trophic links.
I = Lower I = Higher
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Hypothesis
When a fishery catch or remove biomass of group of species with simple trophic links, the impact of this fishery could be more severe, making ecosystem's stability and resilience vulnerable when high biomasses are extracted from the system
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Average Mutual Information ( IF )
n
ii
t
iF I
C
CI
1
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AC vs. IF
Oyster Blue crab Beach seine
Octopus Demersal
Shrimp Finfish
Pelagic
All
R2 = 0.6
-
0.5
1.0
1.5
2.0
2.5
3.0
- 1.0 2.0 3.0 4.0 5.0 6.0 7.0
I F
log
AC
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Realistic Model
Simulation scenarios
(changes in fishingintensity)
Evaluationof Impacts
ModelValidation
Research strategy
0.20.40.60.81.01.21.41.6
Time seriesObserved data
0.5
1.0
1.5
2.0
2.5
3.0
1984 1988 1992 1996