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ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

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ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston
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Page 1: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

ECOSYSTEM JELLO…

Kerim Aydin Bob Francis Pat Livingston

Page 2: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Ecosystem properties

• “Stability” Many Many terms– Resilience– Resistance

• Food web structure?– Diversity– High biomass or other adaptations in

susceptible groups

• MEASURE VARIANCE

Page 3: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Need to understand control

• TOP DOWN?• BOTTOM UP?• MIDDLE OUT?

– Which (if any) is dominant in marine systems??

– Explanations may be easy to find and hard to confirm!

Page 4: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

“Kitchellization”

• The process of losing beer money by making poor guesses about ecosystem responses

Phytoplankton

Zooplankton

Forage Fish

Large Fish

Marine Mammals Sharks

???

Page 5: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

“Revenge??”

Phytoplankton

Zooplankton

Forage Fish

Large Fish

Marine Mammals Sharks

Page 6: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Top-down-bottom-up-ENSO-PDO-fishing?

Figure the Frequency!!!

Page 7: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Where can you go from a marine food web?

Food Webs Process models•Investigate specific environmental linkages•Address species concerns (endangered spp.)

Multi-species harvest models•Predict returns from harvest strategies

Biomass dynamics models•Measure broad ecosystem properties•Assess risks of regime shifts• Determine the need for mechanisms

Page 8: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Why use the most general models?

Regimes Happen!

• There needs to be a way to abstract ecosystems, and look for risks.

• This is one example of using “whole ecosystem properties” to examine this risk.

Biomass dynamics models•Measure broad ecosystem properties•Assess risks of regime shifts• Determine the need for mechanisms

Page 9: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Food web forcing?

Phytoplankton

Zooplankton

Forage Fish

Large Fish

Marine Mammals Sharks

????

Page 10: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Correlation requires Variation

Phytoplankton

Zoopla

nkto

n

PiscivoresPla

nkti

vore

s

Page 11: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Variation comes with history

• This is maybe not so important in labs and lakes (“white” systems).

• But in large marine systems….

0.5

0 50 100Year

-EN

SO

Page 12: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

History vs. the correlation method - equilib. Vs. time...

• TOP DOWN OR BOTTOM UP???• TOP DOWN OR BOTTOM UP???

Phytoplankton

Zoop

lank

ton

PiscivoresPlan

ktiv

ores

00.2

0.40.60.8

11.21.4

1.61.8

1 140 279 418 557 696 835 974 1113

Phytoplankton

Large Flatfish

Page 13: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

How can variability vary?

0.5

0 50 100Year

-EN

SO

• Amplitude• Frequency• Cadence

Page 14: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

What are the characteristics of a food web component?

Page 15: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

What are the characteristics of a food web component?

• Biomass (“tons”)• Production (“tons/year”)• P/B (1/year)-

– inverse of replacement time– related to generation time

B

P/B

P

Page 16: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

What are the characteristics of a food web component?

• Biomass (“tons”)• Production (“tons/year”)• P/B (1/year)• Trophic level

B

P/B

P

Page 17: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

What are the characteristics of a food web component?

• Biomass (“tons”)• Production (“tons/year”)• P/B (1/year)• Trophic level

• Network characteristics• Dissipative characteristics

B

P/B

P

Page 18: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

B vs. P/B

• R vs. K selected...

P P

P/B

B B

P/B

Page 19: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

This experiment

• Start with two “Actual” Food Webs

The East. Bering Sea Shelf system with pollock as the dominant fished species

The East. Tropical Pacific Tuna are dominant fished species

Both have shown interannual variation in primary productionwhich may be linked to climate signals.

The East. Bering Sea Shelf system with pollock as the dominant fished species

The East. Tropical Pacific Tuna are dominant fished species

Both have shown interannual variation in primary productionwhich may be linked to climate signals.

Page 20: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Need rules for species interactions

• One possibility of many:– P/B then B of predator respond to increases of

prey biomass– “overly stable” - only looking for chances of

regimes – Ratio-dependent predator/prey model with

satiation (ECOSIM based)– Mimics surplus production (Pella-Tomlinson)

model when predator, prey fixed.– Next step is to add better age-structure

(single biggest weakness of the model).

????

Page 21: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Dynamics of overlap

Bi - Vij Vij

Bj

vijVij

vij (Bi-Vij)aijVijBj

dVij /dt = vij(Bi-Vij) - vijVij - aijVijBj

Assume fast equilibrium for Vij

V

B-V

“It’s cold down there!”

Page 22: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

The appearance of Density Dependence

• dVij /dt = vij(Bi-Vij) - vijVij - aijVijBj = 0

• Vij = vijBi/(2* vij + aijBj)

• Cij (Bi,Bj) = aijvijBiBj

(2* vij + aijBj)Predator Biomass

Cij (or Minstant)

Prey biomass

Cij /Bj

Page 23: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

P/B vs. Trophic Level - EBS

• (note missing microzooplankton)• B vs. Trophic Level? No firm

relationship…

0

1

2

3

4

5

-6 -4 -2 0 2 4 6log [P/B]

Tro

ph

ic L

evel

Phytoplankton

ZooplanktonForage fish

Large Flatfish

Pollock

Marine Mammals

Page 24: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

P/B vs. Trophic Level - ETP

0

1

2

3

4

5

6

-5 0 5 10log [P/B]

Tro

ph

ic L

evel

Phytoplankton

Zooplankton

Small Tuna

Large Tuna

Marine Mammals

Sharks

Page 25: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Insert bottom up variation

• Use “natural” signal (e.g. ENSO)

0.1

1

10

0 10 20 30 40 50 60 70 80 90Year

Pri

ma

ry P

rod

uc

tio

n ~6 Year Period

Page 26: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Insert bottom up variation

• Use “natural” signal (e.g. ENSO)

• Vary amplitude, frequency, cadence

0.1

1

10

0 10 20 30 40 50 60 70 80 90Year

Pri

mar

y P

rod

uct

ion ~12 Year Period

Page 27: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Insert bottom up variation

• Use “natural” signal (e.g. ENSO)

• Vary amplitude, frequency, cadence

0.1

1

10

0 10 20 30 40 50 60 70 80 90Year

Pri

ma

ry P

rod

uc

tio

n ~24 Year Period

Page 28: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Insert bottom up variation

• Use “natural” signal (e.g. ENSO)

• Vary amplitude, frequency, cadence

0.1

1

10

0 10 20 30 40 50 60 70 80 90Year

Pri

mar

y P

rod

uct

ion ~48 Year Period

Page 29: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Results• Here’s a couple 100-year time

tracks...

• We care about:• Amount of variability transmitted (CV

over 100 years)

Page 30: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Amplitude and cadence

– Increasing the amplitude of forcing increases the amplitude of response.

– Cadence is complex, and depends too heavily on (unknown) parameters.

Page 31: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Frequency and Variation

0 1 2 3 4 5

Trophic Level

CV Phytoplankton

Sm. Zooplankton

Pollock

Marine Mammals

Lg. Zooplankton

~6 year cycle

Page 32: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Frequency and Variation

-6 -4 -2 0 2 4 6

log [P/B]

CV Phytoplankton

Sm. Zooplankton

PollockMarine Mammals

Lg. Zooplankton

~6 year cycle

Page 33: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Frequency and Variation

-5 0 5log [P/B]

CV

~6 year cycle

-5 0 5log [P/B]

CV

~24 year cycle

-5 0 5log [P/B]

CV

~12 year cycle

-5 0 5log [P/B]

CV

~48 year cycle

Page 34: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Frequency II - CV (tuna)

-5 0 5 10log [P/B]

CV

~6 year cycle

-5 0 5 10log [P/B]

CV

~12 year cycle

-5 0 5 10log [P/B]

CV

~24 year cycle

-5 0 5 10log [P/B]

CV

~48 year cycle

Page 35: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

What about correlations and control?? 6-year period

-0.4-0.2

00.20.40.60.8

11.2

0.01 0.1 1 10 100

P/B (log scale)

Co

rre

lati

on

wit

h

Ph

yto

. bio

mas

s

12-year period

-0.4-0.2

00.20.40.60.8

11.2

0.01 0.1 1 10 100

P/B (log scale)

Co

rre

lati

on

wit

h

Ph

yto

. bio

mas

s

24-year period

-0.5

0

0.5

1

1.5

0.01 0.1 1 10 100

P/B (log scale)

Co

rre

lati

on

wit

h

Ph

yto

. bio

mas

s

Page 36: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

One theoretical explanation...

• Simply hitting the resonant frequencies of each model component?– Useful for model (and real life)

analysis of important terms.– “Real life” P/B values may imply

natural resonant frequencies.

Page 37: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Small observations

• Missing seasonal/micronekton• Frequencies, P/B are the same unit (1/time)• Trophic Level less of a fit

Page 38: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Fish must follow history or be history

• If P/B of a species is in the range that it is “excited” by the balance of top-down/bottom up, does it need extra biomass to be stable (“avoid” regimes)?

• We don’t know the frequency of primary production variation in many systems.

• Need to look at more ecosystems

Page 39: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

What responds to each frequency range?

• Forage fish, micronekton response peaks near ENSO-scale forcing.

– This doesn’t mean that they vary on an ENSO scale, but that they are most susceptible to crashes when the bottom-up forcing is at that scale.

Page 40: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

What responds to each frequency range?

• Forage fish, micronekton response peaks near ENSO-scale forcing.

• Larger commercial fish response peaks at “regime” (10-50 year) forcing.

Page 41: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

So what about fishing?

• General principle of surplus production As B goes down, P/B goes up, due to:

• more food per fish• smaller, faster growing fish

P PB B

P/B

P/B

Page 42: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Are our fish becoming anchovies?

• Beyond “multispecies MSY”, have we changed the natural time scale of animals (P/B, replacement, generation time) without changing the natural time scale (frequency) of input variation?

Page 43: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Shift happens (with a little help

from…)

• Fishing may push a species in or out of the high CV range. – Will regime changes occur MORE or

LESS frequently with fishing?– It can occur in both directions: the fin

whale control?– What is the range of fishing change

compared to natural variability in P/B?

Page 44: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

Preliminary until...

• More ecosystems and parameters• Devil in the details

• Model type, (L.V., ECOSIM, Spatial, parameters)

• Fishing changes (historical)• Still, true for “reasonable” forms

• Middle-out Forcing

Page 45: ECOSYSTEM JELLO… Kerim Aydin Bob Francis Pat Livingston.

CONCLUSIONS

• The frequency of primary production variation may be strongly connected to P/B.

• The frequency associated with regime shifts (10-50 year period) is the frequency at which most currently fished species show the strongest response.

• Fishing may push P/B into or out of the range of greatest variation, depending on the frequency of natural forcing in the ecosystem.


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