Line Complexity Asymptotics of Polynomial Cellular Automata

Abstract

Cellular automata are discrete dynamical systems that consist of patterns of symbols on a grid, which change according to a locally determined transition rule. In this paper, we will consider cellular automata that arise from polynomial transition rules, where the symbols in the automaton are integers modulo some prime $p$. We are principally concerned with the asymptotic behavior of the line complexity sequence $a_T(k)$, which counts, for each $k$, the number of coefficient strings of length $k$ that occur in the automaton. We begin with the modulo $2$ case. For a given polynomial $T(x) = c_0 + c_1x + ... + c_nx^n$ with $c_0,c_n\neq 0$, we construct odd and even parts of the polynomial from the strings $0c_1c_3c_5...$ and $c_0c_2c_4...$, respectively. We prove that for polynomials for which the odd and even parts are relatively prime, $a_T(k)$ satisfies recursions of a specific form. We also consider powers of transition rules modulo $p$, introducing a notion of the order of a recursion. We show that the property of "having a recursion of some order" is preserved when the transition rule is raised to a positive integer power. Extending to a more general setting, we investigate the asymptotics of $a_T(k)$ by considering an abstract generating function $ϕ(z)=\sum_{k=1}^\inftyα(k)z^k$ which satisfies a general functional equation relating $ϕ(z)$ and $ϕ(z^p)$ for some prime $p$. We show that there is a continuous, piecewise quadratic function $f$ on $[1/p, 1]$ for which $\lim_{k\to\infty}(α(k)/k^2 - f(p^{-\langle\log_p k\rangle})) = 0$, where $\langle y\rangle$ denotes the fractional part of $y$. We use this result to show that for certain positive integer sequences $s_k\to\infty$ with a parameter $x\in [1/p,1]$, the ratio $α(s_k(x))/s_k(x)^2$ tends to $f(x)$, and that the limit superior and inferior of $α(k)/k^2$ are given by the extremal values of $f$.