class: center, middle, inverse, title-slide # La dynamique forestière du Québec face au changement climatique ### Willian Vieira
Étudient au doctorat - Integrative Ecology Lab --- --- class: inverse, center, middle # Comment tester les effets du changement climatique sur la distribution des espèces et la composition des communautés forestières ? --- ## Approches - Observation ? -- - Experimentation ? -- - Modélisation ? --- class: inverse, center, middle # Modélisation --- ## Modélisation - Phénoménologique - simple correlation - Mécanistique - Basé sur le processus (série de règles) - Normalement soutenu par les théories --- ## Modèles phénoménologiques .center[**Quelle est la corrélation entre le climat et la distribution des espèces ?**] --- ## Modèles phénoménologiques .center[**Quelle est la corrélation entre le climat et la distribution des espèces ?**] <br> ![:scale 90%](images/SDM0.png) --- ## Modèles phénoménologiques .center[**Quelle est la corrélation entre le climat et la distribution des espèces ?**] <br> ![:scale 90%](images/SDM1.png) --- ## Modèles phénoménologiques .center[**Quelle est la corrélation entre le climat et la distribution des espèces ?**] <br> ![:scale 90%](images/SDM2.png) --- ## Modèles phénoménologiques .center[**Quelle est la corrélation entre le climat et la distribution des espèces ?**] <img 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" width="576" style="display: block; margin: auto;" /> -- .center[lien établi -> prédiction !] --- ## Modèles phénoménologiques .center[**Quelle est la corrélation entre le climat et la distribution des espèces ?**] <img src="data:image/png;base64,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" width="576" style="display: block; margin: auto;" /> --- ## Modèles phénoménologiques Distribution de l'érable à sucre dans 100 ans .center[ ![:scale 60%](images/mckenney.png) ] -- .center[*Croyez-vous qu'elle peut le faire ?*] --- <br> Quelles sont vos prédictions sur ce qu'il faut arriver pour que la forêt temperée émigre vers la forêt boréale ? <br> .center[ ![:scale 120%](images/ecotone.png) ] --- class: inverse, center, middle # Un modèle plus mécanistique --- ## Les états - **Boréale** - *Picea mariana, Picea glauca, Picea rubens, Larix laricina, Pinus banksiana, Abies balsamea, and Thuja occidentalis* - **Tempérée** - *Prunus serotina, Acer rubrum, Acer saccharum, Fraxinus americana, Fraxinus nigra, Fagus gran- difolia, Ostrya virginiana, Tilia americana* - **Mixte de boréale et tempérée** (écotone) - si les deux catégories d'espèces sont présent - **Régeneration** - Surface terrier < 5 m²/ha --- ## Le modèle .pull-left[ 4 processus écologiques ] .pull-right[ .center[ ![:scale 100%](images/model0.png) ]] --- ## Le modèle .pull-left[ 4 processus écologiques - Pertubation ] .pull-right[ .center[ ![:scale 100%](images/model1.png) ]] --- ## Le modèle .pull-left[ 4 processus écologiques - Pertubation - Succession ] .pull-right[ .center[ ![:scale 100%](images/model2.png) ]] --- ## Le modèle .pull-left[ 4 processus écologiques - Pertubation - Succession - Colonisation ] .pull-right[ .center[ ![:scale 100%](images/model3.png) ]] --- ## Le modèle .pull-left[ 4 processus écologiques - Pertubation - Succession - Colonisation - Exclusion competitive ] .pull-right[ .center[ ![:scale 100%](images/model4.png) ]] --- ## Le modèle .pull-left[ 4 processus écologiques - Pertubation - Succession - Colonisation - Exclusion competitive - Migration ] .pull-right[ .center[ ![:scale 100%](images/model0.png) ]] --- ## Le modèle .pull-left[ 4 processus écologiques - Pertubation - Succession - Colonisation - Exclusion competitive - Migration <br> Des processus dépendant de la - Temperature - Precipitation - Abundance des états ] .pull-right[ .center[ ![:scale 100%](images/model0.png) ]] --- ## Le modèle - une simulation <br> ![:scale 100%](images/modelDisp.png) --- ## Le modèle - résultat climat actuelle *Représente-t-il bien la relation entre le climat et la distribution des espèces ?* .center[ ![:scale 100%](images/338_500ts_final_land.png) ] --- ## Le modèle - simulation avec changement climatique C'est quoi l'effet de l'augumentation de la temperature sur la distribution des états ? ![:scale 100%](images/landInit.png) --- ## Résultats .center[ ![](images/RCP6.gif) ] -- - *Quelles sont les conséquences de ce délai ?* -- - *Et qu'est-ce qu'on peut faire dans ce cas ?* --- class: inverse, center, middle # L'aménagement forestier peut-il augmenter le taux de migration vers le nord ? --- ## Plan de géstion .center[ ![:scale 60%](images/planGestion.png) ] --- ## Pratiques d'aménagement forestier Coupe rase .center[ ![:scale 60%](images/harvest.png) ] --- ## Pratiques d'aménagement forestier Plantation .center[ ![:scale 60%](images/plantation.png) ] --- ## Pratiques d'aménagement forestier Éclaircie .center[ ![:scale 60%](images/eclarcie.png) ] --- ## Pratiques d'aménagement forestier plantation d'enrichissement .center[ ![:scale 60%](images/enrich.png) ] -- .center[*Comment intégrer ces pratiques au modèle théorique des états ?*] --- ## Éclaircie ou pertubation naturelle ? <br> .center[ ![:scale 100%](images/thinning.jpg) ] --- ## Modèle + amenagement foresiter Relier les processus du modèle avec les pratiques d'aménagement forestier .center[ ![:scale 100%](images/managMechanism.png) ] .center[ ![:scale 30%](images/model0.png) ] --- ## Le modèle - simulation avec changement climatique **Sans** aménagement forestier ![:scale 100%](images/landInit.png) **Avec** aménagement forestier ![:scale 100%](images/landInit.png) --- ## Résultats - plantation **Sans** aménagement forestier ![:scale 100%](images/RCP6.gif) **Avec** aménagement forestier ![:scale 100%](images/RCP6_plant.gif) --- ## Résultats - coupe rase **Sans** aménagement forestier ![:scale 100%](images/RCP6.gif) **Avec** aménagement forestier ![:scale 100%](images/RCP6_harv.gif) --- ## Résultats - éclaircie **Sans** aménagement forestier ![:scale 100%](images/RCP6.gif) **Avec** aménagement forestier ![:scale 100%](images/RCP6_thin.gif) --- ## Résultats - plantation d'enrichissement **Sans** aménagement forestier ![:scale 100%](images/RCP6.gif) **Avec** aménagement forestier ![:scale 100%](images/RCP6_enrich.gif) --- class: inverse, center, middle # Discussion