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Fig.7. Snapshots of rule φ a running on a d=2 lattice size of 10 6 cells. Three consecutive
time steps are shown. Black cells correspond to state 1 and white cells to state 0.
Finally Figure 7 shows three consecutive snapshots of the evolution of rule φ a .
The spatial structure is very homogeneous with some spot-like inhomogeneities
but there is not any propagating structures such as “gliders” observed in others
low-dimensional systems.
0.6
0.5
1
0.5
b
c
d
a
0.4
0.5
0.3
0.5
0.3
0.2
0
0.1
0.4
0.2
0.3
0.4
0.5
0
0.5
1
0.1
0.3
0.5
0.4
0.5
0.6
c(t)
0.5
1
0.5
0.6
c1
b1
d1
a1
0.4
0.4
0.5
0.3
0.5
0.3
0.2
0.2
0
0.1
0.4
0
500
1000
0
500
1000
0
500
1000
0
500
1000
t
Fig.8. The iterative map and the corresponding time series of the concentration for
the best evolved rules in d =1 (a) φ a . (b) φ b . (c) φ c . (d) φ d . Lattice size is 2000
cells. Transient of 1000 time steps.
3.2
Experiments in d=1
In d = 1 the GA is able to find many rules with the desired behavior, about
30% of the runs ended up with a rule that showed a P3 collective behavior.
Figure 8 shows the iterative map and the time series of the concentration for
some of the best evolved rules φ a b c and φ d .
 
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