Topological data analysis of continuum percolation with disks

Leo Speidel, Heather A. Harrington, S. Jonathan Chapman, and Mason A. Porter
Phys. Rev. E 98, 012318 – Published 31 July 2018

Abstract

We study continuum percolation with disks, a variant of continuum percolation in two-dimensional Euclidean space, by applying tools from topological data analysis. We interpret each realization of continuum percolation with disks as a topological subspace of [0,1]2 and investigate its topological features across many realizations. Specifically, we apply persistent homology to investigate topological changes as we vary the number and radius of disks, and we observe evidence that the longest persisting invariant is born at or near the percolation transition.

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  • Received 20 April 2018

DOI:https://doi.org/10.1103/PhysRevE.98.012318

©2018 American Physical Society

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Authors & Affiliations

Leo Speidel

  • Department of Statistics, University of Oxford, Oxford, United Kingdom and Systems Biology Doctoral Training Centre, University of Oxford, Oxford, United Kingdom

Heather A. Harrington and S. Jonathan Chapman

  • Mathematical Institute, University of Oxford, Oxford, United Kingdom

Mason A. Porter

  • Department of Mathematics, University of California Los Angeles, Los Angeles, California 90095, USA

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Vol. 98, Iss. 1 — July 2018

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