VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

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VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd

Transcript of VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Page 1: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

VSD+ PROPS

Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd

Page 2: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Contents

VSD+, what is new

PROPS

●What is PROPS

●Extension of number of species in PROPS

●Limit number of species in PROPS calculations

VSD+ PROPS

Page 3: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

What is new in VSD+

option for calcareous soils●no Ca and Mg weathering●no cation exchange●new parameter: parentCa (<0 for non-calcareous,

1 for CaCO3, 0 for MgCO3)

new organic C model: RothC●N mineralisation linked to C turnover●new parameters:

o rfmiR (also in MetHydo QIlf (0.25 for forest, 0.67 for grassland)

Page 4: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

1. What is PROPS

PROPS

model that calculates the chance (probability) that a plant species is present

based on measurable abiotic conditions

Derived from:

relevés with simultaneously measured abiotic conditions (N, pH)

climate data

Page 5: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Relevés with abiotic measurements

4596 relevés in Netherlands, Austria and Ireland

pH and N (N-total, C/N ratio and/or NO3)

519 species that were found ≥ 25 relevés

Page 6: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Relevés with measurements of abiotic conditions

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Response functions

2 dimensional response functions:

pH

N (N-total, CN, NO3)

logit(y) = α + β1pH + β2N + γ1pH2 + γ2N2 + δpH·N

probability = 1/(1+exp(-logit(y))

Page 8: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Fitting of response functions

Page 9: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Example: Atriplex prostrata

Page 10: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Example: Calluna vulgaris

Page 11: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Results

Number of plant species with response functions

pH + N-total: 406

pH + CN ratio: 330

pH + NO3: 146

Page 12: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

2. Extension number of species

Problem:

only few relevés where abiotic conditions have been measured response functions for few species

how to get abiotic conditions for other relevés?

Datasets:

‘Abiotic’ dataset: ± 4600 relevés with measurements of abiotic conditions

Bioscore dataset: ± 430,000 relevés without abiotic conditions

Page 13: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Bioscore dataset

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methodology to include more species in PROPS

2 step approach:

Step 1. estimate abiotic conditions based on presence of plant species with known response functions

Step 2. derive response functions based on estimated abiotic conditions

Page 15: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

relevé Sp1Sp6SP20Sp78Sp145Sp221Sp456

estimation of abiotic conditions

‘Abiotic’ dataset(± 400 species, response for pH and N)

Sp1Sp2 | |Spn

Bioscore dataset(430,000 relevés,± 4,000 species)

Sp1Sp2 | |Spx

relevé Sp1Sp6SP20Sp78Sp145Sp221Sp456

species that in Bioscore with response functions in ‘Abiotic’ dataset

estimate pH and N from species with response functions

(at least 5 species from ‘abiotic’ dataset)

Page 16: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

estimation of abiotic conditions

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Bioscore dataset with abiotic conditions

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Validation

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Fitting response functions

4 dimensional response functions:

pH

N

temperature

precipitation

Page 20: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Results

Number of plant species with response functions

‘abiotic’ database pH + N-total: 406 pH + CN ratio: 330 pH + NO3: 146

Bioscore database pH + N-total: 2306 pH + CN ratio: 2309 pH + NO3: 1781

Page 21: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

3. Preselect species in PROPS calculations

2300 species with response functions

a-priori selection of species is required

EUNIS classification is used in M&M work species selection related to EUNIS

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overlay of EUNIS map (level 2; e.g. B1) with Map for the Natural Vegetation for Europe.

this gives per level 2 EUNIS class all possible vegetation types

combine overlay with list of Level 3 EUNIS classes (e.g. B1.1)

Wieger screened the remaining 7000 (!) combinations

Step 1:Overlaying

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Step 2: species assignment

For each unit of the EuroVegMap units we got a list of typical/relevant species

These can be linked to the PROPS list

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In VSD+Studio it is implemented as follows:

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Species options

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Summary

PROPS

response functions (pH, N, T, prec.) for 2300 species

a-priori selection of species based on vegetation type

relatively few species for Scandinavia, Iberic peninsula, south-east of Europe

Page 28: VSD+ PROPS Luc Bonten, Janet Mol, Wieger Wamelink, Gert Jan Reinds, Jan-Cees Voogd.

Thanks

(VSD+ PROPS training session on wednesday afternoon)