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

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20 Chapter 2<br />

5000<br />

Davos, 7500-7600<br />

Bern, 7500-7570<br />

Total tree number (#/ha)<br />

4000<br />

3000<br />

2000<br />

1000<br />

7600<br />

7500<br />

7550<br />

7500<br />

7570<br />

7535<br />

0<br />

6<br />

7<br />

8 9 10<br />

LAI (m2/m2)<br />

11<br />

12<br />

6<br />

7<br />

8 9 10<br />

LAI (m2/m2)<br />

11<br />

12<br />

Fig. 2.3: Phase diagram <strong>of</strong> total tree number vs. double-sided leaf area <strong>in</strong>dex (LAI) at<br />

Davos (left) and Bern (right). Numbers <strong>in</strong> <strong>the</strong> graphs denote simulation years.<br />

1 Davos<br />

1 Bern<br />

CCF<br />

0<br />

CCF<br />

0<br />

-1<br />

-200<br />

-100<br />

Lag<br />

0<br />

(years)<br />

100<br />

200<br />

-1<br />

-200<br />

-100<br />

Lag<br />

0<br />

(years)<br />

100<br />

200<br />

Fig. 2.4: Cross-correlation functions (CCF) <strong>of</strong> total tree numbers vs. leaf area <strong>in</strong>dex at<br />

Davos (left) and Bern (right) for <strong>the</strong> simulation years 1'005-12'000. The dotted l<strong>in</strong>es <strong>in</strong>dicate<br />

<strong>the</strong> 95% confidence limits for CCF = 0.<br />

To elaborate <strong>the</strong> pattern underly<strong>in</strong>g <strong>the</strong> simulated time series <strong>of</strong> biomass and tree numbers,<br />

<strong>the</strong> total number <strong>of</strong> trees was plotted aga<strong>in</strong>st leaf area <strong>in</strong>dex (LAI), which is closely<br />

correlated with total aboveground biomass (Fig. 2.3): There is a cyclical behaviour <strong>of</strong><br />

<strong>the</strong>se variables because low LAI causes enhanced sapl<strong>in</strong>g establishment, which <strong>in</strong> turn <strong>in</strong>creases<br />

LAI until light availability drops to a po<strong>in</strong>t where establishment is reduced aga<strong>in</strong>.<br />

F<strong>in</strong>ally, LAI decreases strongly when a canopy dom<strong>in</strong>ant dies, and <strong>the</strong> cycle repeats.<br />

However, <strong>the</strong> examples <strong>in</strong> Fig. 2.3 represent ideal ra<strong>the</strong>r than typical cases. In <strong>the</strong><br />

model, <strong>the</strong> cycles may be <strong>in</strong>terrupted earlier because a large tree dies prematurely, or <strong>the</strong>y<br />

<strong>of</strong>ten last longer because a suppressed subdom<strong>in</strong>ant tree comes to dom<strong>in</strong>ate after <strong>the</strong>

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