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Next: Hysteresis of Life Up: Results Previous: Equilibrium behaviour

Homeostatic response to increasing insolation

  A particularly interesting question is the following: does the extended 2D Daisyworld model react in a similar way to external perturbations (like variations of S') as the simple LWM? We generate the answer by simulating the system behaviour under quasistatic increase of the insolation. This is again done for different mutation rates r, which heavily influence the adaptive power of our model biosphere.

Fig. 4 demonstrates how the global mean temperature tex2html_wrap_inline1345 evolves with the modification of S'. Note that a moderate mutation rate (r=0.01, Curve b) significantly extends the homeostatic effect as compared to the case without mutation (Curve a).

  figure312
Figure 4: Global mean temperature tex2html_wrap_inline1345 vs. insolation S' for r=0 (a) and r=0.01 (b). The curved dashed line indicates the planetary temperature without life.

Our general finding is that the extended model is an even better self-regulator than the simple LWM. The wiggles around the optimal control line tex2html_wrap_inline1359 are finite-size effects which will disappear on an infinite lattice. As mentioned above, however, the dependence of self-stabilizing behaviour on mutation is quite massive: for r=0 the critical insolation for vegetation breakdown is given by tex2html_wrap_inline1363, while for r=0.01 the critical value has increased to 2.19!

We generalize these observations by calculating tex2html_wrap_inline1369 as a function of r. The result is shown in Fig. 5, which clearly reveals the existence of an optimum mutation rate tex2html_wrap_inline1373. The associated maximum critical insolation strength is given by tex2html_wrap_inline1375.

  figure324
Figure 5: Upper-limit insolation tex2html_wrap_inline1369 for biosphere homeostasis as a function of mutation rate r. All values result from averaging over 10 different simulations; the error bars are included.

The different realizations A and B (see Eqs. 10 and 11) for the CA growth rules result in rather distinct responses to increasing insolation. This is demonstrated in Fig. 6, which contrasts the evolution of tex2html_wrap_inline1345 with growing S' and identical r=0.05 for the two versions. We observe that the critical insolation in case A is significantly smaller than in case B.

  figure333
Figure 6: Global mean temperature tex2html_wrap_inline1345 vs. insolation S' for version A and B, respectively, of the CA growth rules (mutation rate r=0.05).

Of course, the increase of S' heavily influences the species spectrum which adjusts in a self-stabilizing way. As a matter of fact, the rms-deviation tex2html_wrap_inline1315 significantly decreases when the sun becomes brighter (or the greenhouse gases accumulate). In other words, adaptation to non-optimal environmental conditions implies loss of biodiversity. Fig. 7 depicts the species spectra associated with two different values of S' and identical mutation rate.

  figure339
Figure 7: Species spectra for S'=1.24 and 2.01, respectively. r=0.01.

The dwindling of biodiversity can be explained analytically, if we inspect the behaviour of tex2html_wrap_inline1177 as a function of tex2html_wrap_inline1407. Local energy balance implies
eqnarray345
Linearization of the term in square brackets yields
equation361
in the neighbourhood of optimum albedo tex2html_wrap_inline1311 which is itself a strictly increasing function of the insolation S. From the latter equation it becomes clear that a fixed deviation tex2html_wrap_inline1413 from the optimal albedo, i.e., tex2html_wrap_inline1415, is punished the more severely the larger S' grows: tex2html_wrap_inline1419 increases monotonically with S' and the growth probability tex2html_wrap_inline1177 is a unimodular function with unique maximum at tex2html_wrap_inline1425. So for higher S'>1, species have to possess a closer-to-optimum albedo in order to exhibit comparable fitness. As a consequence, the spectrum becomes steeper and steeper with growing insolation.


next up previous
Next: Hysteresis of Life Up: Results Previous: Equilibrium behaviour

Werner von Bloh (Data & Computation)
Thu Jul 13 13:46:37 MEST 2000