Why does the abundance of Erica tetralix decrease on wet heathlands?
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Bioscience – Aarhus University
Why does the abundance of Erica tetralix decrease on wet heathlands?
Christian DamgaardAarhus University
Bioscience – Aarhus University
Why does the abundance of Erica tetralix decrease on wet heathlands?
Erica tetralix, which is the characteristic species of wet heathlands, is decreasing in abundanceWe are unsure what is causing this change and what management actions are needed to reverse the changeUntil now we have only been able to explore the phenomenon using monitoring data
Bioscience – Aarhus University
Monitoring of Danish terrestrial habitats
The Danish monitoring programe NOVANA was initiated as a response to the EU-Habitat directive with the objective to:
Describe sources of pollution and other pressures and their effects on the status and trend regarding terrestrial natural habitats
Document the overall effect of national action plans and measures directed at terrestrial natural habitats – including whether the objectives are attained, and whether the trend is in the desired direction
Help fulfill Denmark’s obligations under EU legislation, international conventions and national legislation
Help strengthen the scientific foundation for future international measures, national action plans, regional administration and other measures to improve terrestrial natural habitats, including helping to develop various tools
Bioscience – Aarhus University
Danish monitoring program (NOVANA)
Hierarchical sampling: 768 sites from 28 different terrestrial habitat types
18 open habitat types (dune, heath, grassland, bogs, …) 10 forest types
At each site 20 – 60 randomly positioned plots. the plots at some stations are revisited with GPS
accuracySeveral variables are measured at the plot
plant cover (pin-point)soil pH…
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NOVANA - measurements
Plot 0.5x0.5 m: Cover of plant species (pin-point) pH in soil/water Conductivity C/N - ratio Phosphorous Nitrate in soil/water N in shoots, mosses and lichens
5 m circle: Presence of other species Vegetation height Cover of woody species Grazing or moving Gaps in vegetation/bare soil/sand Cover of plants affected by herbivory Hollows in bog structure
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The pin-point (point-intercept) methodObjective method for measuring plant cover
Place a frame with a grid pattern A pin is inserted vertically through one of the
grid points into the vegetation The pin will typically touch a number of
plants and the different species are recorded
This procedure is repeated for each grid point
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Distribution of pin-point cover data within a site
The distribution of plant cover is modelled using a generalised binomial distribution with two parameters q : mean plant cover d : intra-plot correlation
The probability density function of the generalised binomial distribution (=Pólya-Eggenberger distribution) is equal to the beta-binomial mixture distribution but is somewhat more general in that negative intra-plot correlation is allowed (Qu et al. 1993)
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Generalised binomial distribution
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q : mean cover at the sited : intra-plot correlation
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Analysing trends in plant cover Framework for analysing trends of hierarchical plant cover
data has been developed Bayesian state-space model Separation of process and sampling error Efficient treatment of missing values Effect of treatment or co-variable on change in cover Possible to account for auto-correlation
Ecology 93(6), 2012, pp. 1269–1274
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Separation of process and sampling variance
Process equation (solid error) Dxi =a + ei ei ~ Normal(0,sp
2) Measurement equation (dashed error)
yi,j ~ Generalised Binomial Distribution (n, xi, d)
Bioscience – Aarhus University
Erica tetralix on wet heathlands
a sp2
Bioscience – Aarhus University
Erica tetralix - among site-variation
Although Erica tetralix is the characteristic species of wet heathlands there is a large among-site variation in cover (Damgaard, submitted)
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Is the cover of Erica tetralix regulated by nitrogen deposition or pH or both?
Bioscience – Aarhus University
SEM of hierarchical data
The site means are modelled by latent variables Nitrogen deposition (model calculated) and pH (measured
in the top soil) are assumed to be normally distributed The pin-point cover measures of E. tetralix are assumed
to distributed according to a generalised binomial distribution Important to include the effect of inter-specific aggregation!!
The model is parameterised using a Bayesian MCMC approach
Bioscience – Aarhus University
Is the cover of Erica tetralix regulated by nitrogen deposition or pH or both?
Bioscience – Aarhus University
Why does the abundance of Erica tetralix decrease on wet heathlands?
We are keen to investigate the causal relationships using experimental manipulations
Observation: Erica tetralix seems to be dying due to toxicity - not outcompeted (Strandberg et al. 2012)
Working hypothesis: soil with low pH in combination with low base cation concentrations reach toxic levels under certain environmental conditions
Bioscience – Aarhus University