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Hans-Peter Stricker
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Astonishing affinity of Wolfram's rule 110 to the prime numbers 2, 3, 5, 7

I investigated the evolution of a single black cell on 1-dimensional grids with periodic boundary conditions of variable sizes $N$ under Wolfram's rule 110 which is the only one for which Turing completeness has been directly proven.

I especially determined by brut force calculation the length $\lambda_{110}(N) = \lambda(N)$ of the limit cycle the single black cell evolves to. Plotting logarithmically the limit cycle lengths for rule 110 and $N = 6\dots 250$ looks like this, the longest limit cycle having length $\lambda = 419,064$ for $N=228$:

enter image description here

I normalized the spectrum by considering $\kappa(N) = \lambda(N)/N$.

enter image description here

This spectrum with its intricate structure is unique among all elementary cellular automata. Furthermore rule 110 is one of only a few non-trivial class III and class IV rules for which $\lambda(N)$ could be computed for all $N \leq 250$. (For rule 106 the algorithm didn't return in reasonable time even for $N=29$.) The other rules' spectra look either much more chaotic or boringly simple. I analyzed the spectrum for different properties.

  • For how many $N$ is $\lambda(N) < N$, i.e. $\kappa(N) < 1$?

  • Which values $\lambda$ does $\lambda(N) < N$ take?

  • For how many $N$ is $\kappa(N)$ an integer number, i.e. $\lambda(N) \equiv 0 \text{ mod }N$?

  • Which $\kappa$ have many $N$ with $\kappa(N) = \kappa$ (seen as progressions in the plots above)?

  • Which $\kappa$ are unique, i.e. there is only one $N \leq 250$ with $\kappa(N) = \kappa$?

The results of the analysis are summarized here:

enter image description here

On a logarithmic scale in horizontal direction (the $\kappa$ axis) the number of grid sizes $N$ with $\kappa(N) = \kappa$ or $\lambda(N) = \lambda$ (blue) is plotted. There are

  • several $N$ with $\lambda(N) = 7$
  • one $N$ with $\lambda(N) = 9$
  • many $N$ with $\kappa(N) = 2, 10, 15, 30$
  • many $N$ with $\kappa(N) = 1.5, 3.75, 7.5$
  • many $N$ with unique $\kappa(N)$, most of them for $\kappa > 59$ and many of them prime.

I calculated the cumulated probabilities $P(N) = \frac{|\{ n \leq N\,|\,p(n)\}|}{N}$ for these properties:

enter image description here

Let me make three simple conjectures for Wolfram's rule 110, based on these observations:

There are infinitely many $N$ with $\lambda(N)= 7$.

For almost all $N$ with $\lambda(N) < N$ we find $\lambda(N)= 7$.

There are infinitely many $N$ with $\kappa(N) = 2$.

My question is: How would one try to prove these conjectures?


Some limit cycles of length $7$ for rule 110:

enter image description here

Hans-Peter Stricker
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