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DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet
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DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Dec 19, 2015

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Page 1: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

DEB theory for poopulatins, communities and ecosystems -

lecture III

(Background for sections 9.1 and 9.4 of DEB3)

Roger Nisbet

April 2015

Page 2: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Remember my pet

Page 3: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Carbon flow and phosphorus cycling in a lake

Page 4: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Simplest DEB (DAB) model – “canonical community”

(DEB3 – section 9.4)

Producers: get energy from light and use nutrients to make biomass

Consumers: feed on producers and decomposers

Detritus: products and corpses from producers and consumers

Decomposers: remineralize nutrients from detritus, but also utilize nutrients

Page 5: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Chemical transformations in canonical community

Page 6: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Mass balance equations for canonical communityConsumer and decomposer (4): each has reserve and structureProducer (3): 2 reserves plus structureDetritus (4): consumer + producer feces; dead decomposers / consumersMinerals (4): H, C, O, N.No. of equations reduced slightly by mass balance (C and N conserved)

Page 7: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Mass balance equations for canonical communityConsumer and decomposer (4): each has reserve and structureProducer (3): 2 reserves plus structureDetritus (4): consumer + producer feces; dead decomposers / consumersMinerals (4): H, C, O, N.No. of equations reduced slightly by mass balance (C and N conserved)

Page 8: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Precursor – book chapter

In: Jorgensen, S. E. 2000 Thermodynamics and ecological modelling. CRC Publ., Boca Raton, FL,USA, pages 19{60

Page 9: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Precursor – book chapter

In: Jorgensen, S. E. 2000 Thermodynamics and ecological modelling. CRC Publ., Boca Raton, FL,USA, pages 19{60

Page 10: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

How to KISS? DEB-inspired and DEB-related

models1) Recognize key strengths of DEB theory- Strict mass balance for elemental matter- Strong homeostasis- Some organisms need two state variables- Use “nonlinear mechanistic regression” relating environment to performance and products

2) Simplify DEB representation of individuals

3) Plagiarize key ideas from DEB theory- Products from weighted sum of fluxes- Synthesizing unit (SU)

4) Choose simplifications matching modeling objectives

Page 11: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Model Simplification for C and P flows in a lake

Page 12: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Fast remineralization/uptake approximation(Andersen 1998; Loladze et al., 2000; Muller et al 2001; Andersen et al 2004;

Page 13: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Large amp. Cycles

No cycles(consistent with other studies)

Classic consumer-resource cycles may occur

McCauley et al. Nature, 402:653-656, 1999

Lab populations (with rapid P recycling) may cycle

MAGNITUDE OF REMINERALIZATION RATES MATTERS

Page 14: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Slow remineralization approximation(P inputs from decoupled “junk” pool)

Low populations, stable equilibrium, “donor control” from junk pool. Most P resides in junk pool

Page 15: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

DEB view of mass flow in V1 consumer

AnimalGrowth

DevelopmentReproduction

Survival

Food (X) Metabolic Products

Page 16: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

21

)1(

QQ

QQCaa

*

* E.B. Muller, R.M. Nisbet, S.A.L.M. Kooijman, J.J. Elser, E. McCauley, Ecology Letters 4: 519-529 (2001)

Page 17: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Option 1 Rosenzweig-MacArthur model

Add food (producer) dynamics

hFF

FCI

K

FrF

dt

dF

max1

Per capita growth rate of phytoplankton =

where Q = Phosphorus quota (units mol P/mgC)

1. Let T = total phosphorus in system and assume all bound in food

Then with K = T/kq

2. Take account of P bound in consumer

1 Qkr

Q

qk

CqTK

Page 18: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Muller et al. 2001

Page 19: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Muller et al. 2001

Page 20: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Muller et al. 2001

Page 21: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.
Page 22: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.
Page 23: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

Nelson, W.A., McCauley, E & Wrona, F.J. (2001). Multiple dynamics in a single predator–prey system: experimental effects of food quality. Proc. R. Soc. Lond. B, 268, 1223–1230.

Discussed by:

Andersen, T., Elser, J.J. and Hessen, D. (2004)Stoichiometry and population dynamics. Ecology Letters 7: 884–900

Evidence for multiple attractors*?

(“HBD” = Herbivore biomass dynamics)

Page 24: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

BIODIVERSITY AND ECOSYSTEM FUNCTION

A challenge for DEBologists

Page 25: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

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Species- abundance distributions

Plots of abundance of species in collections as frequency distributions have charcteristic form commonly well described by log-normal distribution

Page 26: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

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Why Lognormal-like Distribution?

• May (1975) proposed a purely statistical explanation, and lognormal distribution is the product of many random variables acting on the population of many species.

• Sugihara suggested lognormal distribution is a consequence of the species within a community subdividing niche space.

• Hubbell and others recently developed neutral theory. Differences between species are irrelevant. All individuals of all species have same birth and death probabilities (Controversial – see special feature in Ecology June 2006).

Page 27: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

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Neutral theory “tested”?(21457 trees from 224 species)

Source: J. Harte: Nature 424: 1006-7 (2003)

Page 28: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

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Adding niches*

Carroll, I.T., Cardinale, B.J. and Nisbet, R.M. (2011). Niche and fitness differences relate the maintenance of diversity to ecosystem function, Ecology, 92: 1157-1165.

With simple (non-DEB) bioenergetic model:

• Defined niche differences (ND) and relative fitness differences (RFD) in terms of invasibility (related to Chesson’s stabilizing and equalizing mechanisms)

• Show that high ND promotes coexistence and high RFD promotes competitve exclusion

• Calculated the relative yield total,’a measure of diversity’s effect on the biomass of competitors.

Page 29: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

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Relative yield – 2 species model

Analytic Numerical

Page 30: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

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Relative yield – 3 and 4 species

Page 31: DEB theory for poopulatins, communities and ecosystems - lecture III (Background for sections 9.1 and 9.4 of DEB3) Roger Nisbet April 2015.

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• Define a neutral community in DEB

• Use DEB to explore biodiversity-ecosystem function relations

CHALLENGES