Assessing the potential impact of climate change on tree...
Transcript of Assessing the potential impact of climate change on tree...
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Assessing the potential impact of climate change on tree
mortality in France through a spatial approach
CAQSIS 2017, Bordeaux, 28/03/2017Adrien Taccoen, Christian Piedallu, Jean-Claude Gégout, Anne Gégout-Petit,
Ingrid Seynave, Vincent Pérez.
UMR 1092 LERFoB – Nancy - France
Dead oaks in Vierzon state forest – France, December 2016
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Context
Climate change
Predicted shifts in species distribution
Consequences on trees health ?
« You have to know the past to understand the present »
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Today’s talk
Main results of the 1st part of the thesis
What ?
Is there an effect of climate change on observed mortality and in whatextent ?
Where ?
France (Including Corsica)
How ?
Through a spatial approach (Generalized Linear Model)
What species ?
Main forest tree species in France (20 species)
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« Do we observe, for each tree species, more mortality in areas where climate has
changed the most over the last 30 years ?»
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Data
“National Institute of Geographic and Forestry Information” (IGN)
Forest Inventory plots 2006-2015 (700 000 trees / 60 000 plots)
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Data Extreme events (storms, forest fires…) and local perturbations excluded
200 000 trees and 17 000 plots excluded
34 000 plots and 430 000 trees remaining
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Data
IFN plots
Environmental data
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Data
IFN plots
Environmental data
Climate evolution : Meteo France homogenized temperature and
rainfall records
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Reference period 1961 - 1987
Contemporary period 1988 - 2014
Shifting 15 years sub-periods
calibrated in reference to the
survey date
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Climate evolution data
Mean annual temperature difference reported to the mean annual temperature
of the reference period 1961-1987
(Meteo France homogenized data)
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Mean temperature evolution by season between 1961-1987 and 1988-2014
Spring Summer
Autumn Winter
°C
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Mean rainfall evolution by season between 1961-1987 and 1988-2014
Spring Summer
Autumn Winter
200
100
5020
-20-50
-100
-200
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Methodology
Generalized Linear Model
• 0 = Live tree
• 1 = Dead tree
• Logistic regression
2 approaches :
Tree/stand scale
Dominating vs Dominated trees
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Explanatory variables used
Category subcategory Description
Forest dynamics
Tree dynamics
Vegetative/Seed
17 variables
Size
Social status
Stand dynamics
Density
Structure
Species purity
Forest exploitation
intensity
Ecological conditions of
the area
TemperatureHigh temperature
20 variables
Low temperature
WaterWaterlogging
Water availability
NutritionpH
c/N
Climate evolutionTemperature
High temperature
13 variablesLow temperature
Water Water availability
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Studied species 13
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Results
Consistency of the tree/stand approaches
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Results
Consistency of the tree/stand approaches
Comparison of the deviance explained by climate evolution
variables for 20 species
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Lade8 Species
QupeCabe
Acca
Prav
QuroRops
Piun
Pisy
Psme
Quil
Pipi
0
5
10
15
20
25
0 5 10 15 20 25 30 35 40 45
Deviance explained by climate evolution for dominated trees - tree vs scale stand - R² = 0,7
Results
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9 species = consistency in the effects
8 species = consistency in the absence of effects
3 species = differences
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Résultats
Consistency of the tree/stand approaches
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Results
Consistency of the tree/stand approaches
Results of the models for the 20 studied species
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Results
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Quality of the models – Mean AUC for all the species
Dominating Dominated All trees
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Results
Deciduous Non-deciduous
Mean Annual T°
Amount of deviance explained by models by variable category
Dominated trees
AUC 0.85 0.68 0.76 0.80 0.80 0.83 0.82 0.80 0.79 0.82 0.77 0.75 0.81 0.80 0.82 0.74 0.89 0.74 0.81 0.83% mortality 7% 8% 5% 2% 4% 10% 2% 2% 5% 10% 11% 7% 12% 4% 8% 8% 6% 2% 4% 4%
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
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Results
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Deciduous Non-deciduous
Amount of deviance explained by models by variable category
Dominating trees
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
AUC 0.80 0.70 0.77 0.68 0.80 0.75 0.78 0.80 0.78 0.81 0.65
% mortality 0% 1% 1% 1% 3% 2% 1% 2% 3% 1% 1%
Mean Annual T°
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Significant effects of climate change on mortality :
On dominated trees 12/20 species
Low temperatures increase effect on 10 species
Water availaibility decrease effect on 4 species
Low temperatures increase and water availaibility decrease
effect on 2 species
On dominating trees 4/11 species
Water availaibility decrease effect on 4 species
Low temperatures increase and water availaibility decrease
effect on 1 species
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Results :
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Conclusion
Significant effect of climate change (rainfall decrease and low
temperatures increase) on certain species.
Species behave differently if they are dominating or dominated
Most affected species (dominating scale) :
Pinus sylvestris
Picea abies
Quercus petrae
Robinia pseudoacacia
No effect on Abies alba and Fagus sylvatica ?
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Future prospects
Taking into account more potential effects
Winter and autumn rainfall increase
Interactions between :
Climate evolution and…
Soil properties (waterlogging)
Forest management practices
Comparison with results from the 16x16km permanent plots network of the
« Forest Health Department ».
Link between mortality models and predicted shifts in species distribution
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Merci !
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