English

Quasi-Linear Cellular Automata

adap-org 2009-10-30 v1 comp-gas Adaptation and Self-Organizing Systems Cellular Automata and Lattice Gases

Abstract

Simulating a cellular automaton (CA) for t time-steps into the future requires t^2 serial computation steps or t parallel ones. However, certain CAs based on an Abelian group, such as addition mod 2, are termed ``linear'' because they obey a principle of superposition. This allows them to be predicted efficiently, in serial time O(t) or O(log t) in parallel. In this paper, we generalize this by looking at CAs with a variety of algebraic structures, including quasigroups, non-Abelian groups, Steiner systems, and others. We show that in many cases, an efficient algorithm exists even though these CAs are not linear in the previous sense; we term them ``quasilinear.'' We find examples which can be predicted in serial time proportional to t, t log t, t log^2 t, and t^a for a < 2, and parallel time log t, log t log log t and log^2 t. We also discuss what algebraic properties are required or implied by the existence of scaling relations and principles of superposition, and exhibit several novel ``vector-valued'' CAs.

Keywords

Cite

@article{arxiv.adap-org/9701001,
  title  = {Quasi-Linear Cellular Automata},
  author = {Cristopher Moore},
  journal= {arXiv preprint arXiv:adap-org/9701001},
  year   = {2009}
}

Comments

41 pages with figures, To appear in Physica D