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Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterd [email protected] http:// www.bio.vu.nl/thb / Marseille, 2006/05/02
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Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam [email protected]

Dec 19, 2015

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Page 1: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Energetics & Stoichiometry of plankton production

Bas KooijmanDept theoretical biology

Vrije Universiteit [email protected]

http://www.bio.vu.nl/thb/

Marseille, 2006/05/02

Page 2: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

1- maturitymaintenance

maturityoffspring

maturationreproduction

Standard DEB scheme 3

food faecesassimilation

reserve

feeding defecation

structurestructure

somaticmaintenance

growth

Def “standard”:• 1 type of food• 1 type of reserve• 1 type structure• isomorphy

Page 3: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

-rule for allocation 3.5

Age, d Age, d

Length, mm Length, mm

Cum

# of young

Length,

mm

Ingestion rate, 105

cells/h

O2 consum

ption,

g/h

• 80% of adult budget to reproduction in daphnids• puberty at 2.5 mm• No change in ingest., resp., or growth • Where do resources for reprod. come from? Or:• What is fate of resources in juveniles?

Respiration Ingestion

Reproduction

Growth:

32 LkvL M2fL

332 )/1( pMM LkfgLkvL

)( LLrLdt

dB

Von Bertalanffy

Page 4: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Growth at constant food 3.7

time, d ultimate length, mm

leng

th, m

m

M

M

δfVfLLvLδkr

trLLLtL

mm

MB

Bb

//33

)exp()()(

3/1

11

LLLt

b

Mδkvr

M

BtimeLengthL. at birthultimate L.

von Bert growth rateenergy conductancemaint. rate coefficientshape coefficient

vδ /3 M

Von

Ber

t gro

wth

rat

e -1, d

13 Mk

Von Bertalanffy growth curve:

Page 5: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Embryonic development 3.7.1

time, d

wei

ght,

g

Salmo truttaData from Gray 1926

yolkembryo

Page 6: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Occur if cumulated investment into maturation exceeds a threshold

This also occurs at a fixed amount of structure if

For all other values: amount of structure at stage transition depends on food history

Stage transitions

Page 7: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Anchovy Engraulis encrasicolus

time, d

leng

th, c

m

0.16 cm 0.22 cm

0.4 cm

0.9 cm

1.2 cm

>4 cm

embryo

Laure PecquerieIfremer, Nantes

Page 8: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Scatter structure

age length

leng

th

vari

atio

n co

effi

cien

t

standard DEB model with alternating Poisson process forscaled func response jumping between 0 and 1 with mean .7

Page 9: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Scatter structure

age,a age, a

head

leng

th, m

m

body

wei

ght1/

3 . g1/

3

reserve contributes to weight, and increase scatter

Page 10: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Seasonal forcing

time, d time, d

Chl

o a,

mg

m-2 d

-1

tem

pera

ture

, K

Laure PecquerieIfremer, Nantes

Page 11: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Growth & reproduction

Born early in spawning seasonBorn in the middle of spawning seasonBorn end of spawning season

time, d time, d time, d

leng

th, c

m

wei

hgt,

g

kilo

egg

s

scal

ed r

eser

ve d

ensi

ty

repr

oduc

tion

buf

fer

cum

. rep

rod,

k-e

ggs

Laure PecquerieIfremer, Nantes

Page 12: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Growth data

• 2001-2005

• 3700 individuals

• L, W , otoliths

L, m

m

age, years

17001300

510 40

230

Laure PecquerieIfremer, Nantes

Page 13: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Growth for length

total length, cmchan

ge in

tota

l len

gth,

cm

/d

First yearSecond yearThird year

otolith radius at ring 1

radi

us b

etw

een

rin

g 2

and

1

measured

simulated

Problems:Age 1 grows before spawning; equally sized Age 2 & 3 do notScatter in length does not decrease with length

simulated

Solution:parameter variation among individualsvariation in time of birthhalf saturation constant linear in length

Laure PecquerieIfremer, Nantes

Page 14: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Short vs long-term nutrient uptakeMorel 1987 on nutrient uptake in algae

Variant that is consistent with DEB/Droop

Page 15: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Variable biomass compositionConsumers feed on producers with multiple reserves rules to convert prod structure + reserve cons reserve(s)

If we delineate carbohydrate and protein reserve partial substitutable for paying maintenance costs fully substitutable with structure

Rules for excretion of rejected reserve and fate specification

Page 16: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

1 Reserve – 1 Structure

Page 17: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

2 Reserves – 1 Structure

Page 18: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Producer/consumer dynamics 9.2.1

PnCnNPm

ChrCdt

d

CjPrPdt

d

NPNCN

C

PAP

)(

PK

jj

my

kr PAm

PANNP

NP /1

;1

CNCPCNCPC rrrrr

1111

MNPANCNCNMPPACPCP kjmyrkjyr ;

producer

consumer

nutr reserveof producer

: total nutrient in closed system

N

h: hazard rate

CPCCN rry special case: consumer is not nutrient limited

spec growthof consumer

Kooijman et al 2004 Ecology, 85, 1230-1243

Page 19: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Producer/consumer dynamics 9.2.1

Consumer nutrient limited

Consumer notnutrient limited

Hopf bifurcation

Hopf bifurcation

tangent bifurcation

transcritical bifurcation

homoclinicbifurcation

Page 20: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Producer/Consumer Dynamics 9.2.1

Deterministic model

Stochastic model

in closed homogeneous system

Kooijman et al 2006 TPB, subm

Page 21: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

Producer/Consumer Dynamics 9.2.1

0 2 4 6 8

0

10

20

consumers

nutrient

1.75 2.3 2.4

2.5

2.7

3.0

1.23

1.15

1.0

2.81.231.53

tang

ent

focu

s

Hop

f

Bifurcation diagram

isoclines

Page 22: Energetics & Stoichiometry of plankton production Bas Kooijman Dept theoretical biology Vrije Universiteit Amsterdam Bas@bio.vu.nl //

DEB tele course 2007http://www.bio.vu.nl/thb/deb/

Free of financial costs; some 250 h effort investment

Feb-April 2007

Target audience: PhD students

We encourage participation in groups that organize local meetings weekly French group of participants of the DEB tele course 2005: special issue of J. Sea Res. on DEB applications to bivalves

Software package DEBtool for Octave/ Matlab freely downloadable