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On the Ecology of Mountainous Forests in a Changing Climate: A ...

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iii<br />

4.3 Model variants <strong>in</strong>clud<strong>in</strong>g FORCLIM-P..............................................101<br />

4.3.1 F ORC LIM-P...................................................................101<br />

4.3.2 FORCLIM-E/P ...............................................................103<br />

4.3.3 FORC LIM-E/P/S..............................................................104<br />

4.3.4 Discussion & conclusion..................................................111<br />

4.4 A new method for estimat<strong>in</strong>g <strong>the</strong> equilibrium species composition .............114<br />

4.4.1 Material & methods ........................................................115<br />

4.4.2 Results & discussion.......................................................116<br />

5. PARAMETER SENSITIVITY & MODEL VALIDATION ...................................120<br />

5.1 Sensitivity <strong>of</strong> species parameters <strong>in</strong> FORCLIM ....................................120<br />

5.1.1 Range <strong>of</strong> plausibility for species parameters..............................121<br />

5.1.2 Simulation experiments .....................................................122<br />

5.1.3 Results & discussion.......................................................123<br />

5.1.4 Conclusion....................................................................126<br />

5.2 Choice <strong>of</strong> data and experiments for model validation.............................127<br />

5.3 Behaviour <strong>of</strong> FORCLIM <strong>in</strong> central Europe..........................................129<br />

5.3.1 Derivation <strong>of</strong> <strong>in</strong>put data .....................................................129<br />

5.3.2 Results & discussion.......................................................132<br />

5.3.3 Conclusion....................................................................142<br />

5.4 Behaviour <strong>of</strong> FORCLIM <strong>in</strong> eastern North America ................................143<br />

5.4.1 Tree species and climatic data <strong>of</strong> eastern North America................144<br />

5.4.2 Simulation experiments .....................................................145<br />

5.4.3 Results & discussion.......................................................145<br />

5.4.4 Conclusion....................................................................151<br />

6. MODEL APPLICATIONS.....................................................................153<br />

6.1 Effects <strong>of</strong> historical climate anomalies on forest dynamics.......................153<br />

6.1.1 Input data and simulation experiments ....................................153<br />

6.1.2 Results & discussion.......................................................154<br />

6.2 Possible effects <strong>of</strong> future climatic change on forest ecosystems <strong>in</strong> <strong>the</strong><br />

European Alps.........................................................................157<br />

6.2.1 Material & methods ........................................................158<br />

6.2.2 Results & discussion.......................................................161<br />

6.2.3 Conclusion....................................................................168<br />

7. DISCUSSION .................................................................................170<br />

7.1 Analysis <strong>of</strong> exist<strong>in</strong>g forest gap models .........................................170<br />

7.2 Structure and behaviour <strong>of</strong> FORCLIM ...........................................171<br />

7.3 Parameter sensitivity..................................................................172<br />

7.4 Model validation.......................................................................174<br />

7.5 Possible effects <strong>of</strong> climatic change on forests <strong>in</strong> <strong>the</strong> Alps........................175<br />

7.6 Tools for modell<strong>in</strong>g and simulation.................................................177<br />

8. CONCLUSIONS...............................................................................178<br />

REFERENCES ....................................................................................182

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