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Some statistics about Tropical Sandpile Model

Nikita Kalinin, Yulieth Prieto

Abstract

Tropical sandpile model (or linearized sandpile model) is the only known continuous geometric model exhibiting self-organised criticality. This model represents the scaling limit behavior of a small perturbation of the maximal stable sandpile state on a big subset of $\mathbb Z^2$. Given a set $P$ of points in a compact convex domain $Ω\subset \mathbb R^2$ this linearized model produces a tropical polynomial $G_P{\bf 0}_Ω$. Here we present some quantitative statistical characteristics of this model and some speculative explanations. Namely, we study the dependence between the number $n$ of randomly dropped points $P=\{p_1,\dots,p_n\}\subset[0,1]^2=Ω$ and the degree of the tropical polynomial $G_{P}{\bf 0}_Ω$. We also study the distributions of the coefficients of $G_{P}{\bf 0}_Ω$ and the correlation between them. This paper's main (experimental) result is that the tropical curve $C(G_{P}{\bf 0}_Ω)$ defined by $G_{P}{\bf 0}_Ω$ is a small perturbation of the standard square grid lines. This explains a previously known fact that most of the edges of the tropical curve $C(G_{P}{\bf 0}_Ω)$ are of directions $(1,0),(0,1),(1,1),(-1,1)$. The main theoretical result is that $C(G_{P}{\bf 0}_Ω)\setminus (P\cap \partialΩ)$, i.e. the tropical curve in $Ω^\circ$ with marked points $P$ removed, is a tree.

Some statistics about Tropical Sandpile Model

Abstract

Tropical sandpile model (or linearized sandpile model) is the only known continuous geometric model exhibiting self-organised criticality. This model represents the scaling limit behavior of a small perturbation of the maximal stable sandpile state on a big subset of . Given a set of points in a compact convex domain this linearized model produces a tropical polynomial . Here we present some quantitative statistical characteristics of this model and some speculative explanations. Namely, we study the dependence between the number of randomly dropped points and the degree of the tropical polynomial . We also study the distributions of the coefficients of and the correlation between them. This paper's main (experimental) result is that the tropical curve defined by is a small perturbation of the standard square grid lines. This explains a previously known fact that most of the edges of the tropical curve are of directions . The main theoretical result is that , i.e. the tropical curve in with marked points removed, is a tree.

Paper Structure

This paper contains 9 sections, 8 equations, 6 figures.

Figures (6)

  • Figure 1: $\Omega$-tropical curve $C(f)$ corresponding to $f(x,y)=\min(1/3,x,y,1-x,1-y)$.
  • Figure 2: The operator $G_p$ shrinks the face $\Phi$ where $p$ belongs to. Note that combinatorics of the new curve can change when shrinking.
  • Figure 3: A typical example of $G_P{\bf 0}_{[0,1]^2}$.
  • Figure 4: Minimum and mean degree of $5000$ experiments for each $s \in S$ (different curves) and $n \in N$ ($x$-axe).
  • Figure 5: Graph of $\overline{c_{00}}(s,n)+\overline{c_{11}}(s,n)-\overline{c_{10}}(s,n)-\overline{c_{01}}(s,n)$.
  • ...and 1 more figures

Theorems & Definitions (1)

  • proof