Collective dynamics of phase-repulsive oscillators solves graph coloring problem
Chaotic Dynamics
2020-03-24 v2 Statistical Mechanics
Combinatorics
Optimization and Control
Abstract
We show how to couple phase-oscillators on a graph so that collective dynamics "searches" for the coloring of that graph as it relaxes toward the dynamical equilibrium. This translates a combinatorial optimization problem (graph coloring) into a functional optimization problem (finding and evaluating the global minimum of dynamical non-equilibrium potential, done by the natural system's evolution). Using a sample of graphs, we show that our method can serve as a viable alternative to the traditional combinatorial algorithms. Moreover, we show that, with the same computational cost, our method efficiently solves the harder problem of improper coloring of weighed graphs.
Cite
@article{arxiv.1909.06095,
title = {Collective dynamics of phase-repulsive oscillators solves graph coloring problem},
author = {Aladin Crnkić and Janez Povh and Vladimir Jaćimović and Zoran Levnajić},
journal= {arXiv preprint arXiv:1909.06095},
year = {2020}
}