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We analyze an optimal stopping problem for random walk in random scenery on general graphs, and determine when it has a finite optimum. We use this to extend a theorem of Levine, Murugan, Peres, and Ugurcan [2016]. They proved that on a…

Probability · Mathematics 2026-04-16 Ahmed Bou-Rabee , Yuval Peres , Ecaterina Sava-Huss

We consider the abelian stochastic sandpile model. In this model, a site is deemed unstable when it contains more than one particle. Each unstable site, independently, is toppled at rate $1$, sending two of its particles to neighbouring…

Probability · Mathematics 2021-03-17 Moumanti Podder , Leonardo T. Rolla

We study diffusion of particles in large-scale simulations of one-dimensional stochastic sandpiles, in both the restricted and unrestricted versions. The results indicate that the diffusion constant scales in the same manner as the activity…

Statistical Mechanics · Physics 2015-05-13 S. D. da Cunha , Ronaldo R. Vidigal , L. R. da Silva , Ronald Dickman

In the single-source sandpile model, a number $N$ grains of sand are positioned at a central vertex on the 2-dimensional grid $\mathbb{Z}^2$. We study the stabilisation of this configuration for a stochastic sandpile model based on a…

Probability · Mathematics 2022-08-23 Thomas Selig , Haoyue Zhu

This work deals with the divisible sandpile model when an initial configuration sampled from a heavy-tailed distribution. Extending results of Levine et al. (2015) and Cipriani et al. (2016) we determine sufficient conditions for…

Probability · Mathematics 2016-11-01 Alessandra Cipriani , Rajat Subhra Hazra , Wioletta M. Ruszel

Consider the Abelian sandpile measure on $\mathbb{Z}^d$, $d \ge 2$, obtained as the $L \to \infty$ limit of the stationary distribution of the sandpile on $[-L,L]^d \cap \mathbb{Z}^d$. When adding a grain of sand at the origin, some region,…

Probability · Mathematics 2017-09-29 Sandeep Bhupatiraju , Jack Hanson , Antal A. Járai

We study the sandpile model in infinite volume on $\mathbb{Z}^d$. In particular, we are interested in the question whether or not initial configurations, chosen according to a stationary measure $\mu$, are $\mu$-almost surely stabilizable.…

Probability · Mathematics 2009-06-16 Anne Fey , Ronald Meester , Frank Redig

We consider the stochastic sandpile model with uniform toppling rule on the integer line. During a uniform toppling, with probability $1/3$ one particle is sent to the right of the toppled vertex, with probability $1/3$ one particle is sent…

Probability · Mathematics 2026-03-18 David Beck-Tiefenbach , Robin Kaiser

By working with coefficients in $\mathbb{Z}$ or $\mathbb{R}$, one can define two different notions of stability for a sandpile on a graph. We call a sandpile immutable when these notions agree. Our main results give linear-algebraic…

Combinatorics · Mathematics 2020-06-02 David L. Duncan , Wesley J. Engelbrecht

The divisible sandpile model is a fixed-energy continuous counterpart of the Abelian sandpile model. We start with a random initial configuration and redistribute mass deterministically. Under certain conditions the sandpile will stabilize.…

Probability · Mathematics 2019-10-16 Wioletta M. Ruszel

The stochastic sandpile model (SSM) is a generalisation of the standard Abelian sandpile model (ASM), in which topplings of unstable vertices are made random. When unstable, a vertex sends one grain to each of its neighbours independently…

Probability · Mathematics 2024-09-13 Thomas Selig

We introduce a sandpile model where, at each unstable site, all grains are transferred randomly to downstream neighbors. The model is local and conservative, but not Abelian. This does not appear to change the universality class for the…

Statistical Mechanics · Physics 2009-11-07 David Hughes , Maya Paczuski

We study the dynamics of the Stochastic Sandpile Model on finite graphs, with two main results. First, we describe a procedure to exactly sample from the stationary distribution of the model in all connected finite graphs, extending a…

Probability · Mathematics 2026-02-23 Concetta Campailla , Nicolas Forien

In the sandpile model, vertices of a graph are allocated grains of sand. At each unit of time, a grain is added to a randomly chosen vertex. If that causes its number of grains to exceed its degree, that vertex is called unstable, and…

Combinatorics · Mathematics 2024-09-19 Thomas Selig , Haoyue Zhu

We study stochastic sandpile models with a height restriction in one and two dimensions. A site can topple if it has a height of two, as in Manna's model, but, in contrast to previously studied sandpiles, here the height (or number of…

Statistical Mechanics · Physics 2009-11-07 Ronald Dickman , Tania Tome , Mario J. de Oliveira

We prove that, on the infinite Sierpinski gasket graph SG, rotor walk with random initial configuration of rotors is recurrent. We also give a necessary condition for an i.i.d. sandpile to stabilize. In particular, we prove that an i.i.d.…

Probability · Mathematics 2024-02-27 Robin Kaiser , Ecaterina Sava-Huss

Experimental observation of a new mechanism of sandpile formation is reported. As a steady stream of dry sand is poured onto a horizontal surface, a pile forms which has a thin river of sand on one side flowing from the apex of the pile to…

Soft Condensed Matter · Physics 2016-08-31 E. Altshuler , O. Ramos , A. J. Batista-Leyva , A. Rivera , K. E. Bassler

We study the Abelian sandpile model (ASM), a process where grains of sand are placed on a graph's vertices. When the number of grains on a vertex is at least its degree, one grain is distributed to each neighboring vertex. This model has…

Probability · Mathematics 2019-01-18 Samantha Fairchild , Ilse Haim , Rafael G. Setra , Robert S. Strichartz , Travis Westura

The Abelian sandpile growth model is a diffusion process for configurations of chips placed on vertices of the integer lattice $\mathbb{Z}^d$, in which sites with at least 2d chips {\em topple}, distributing 1 chip to each of their…

Analysis of PDEs · Mathematics 2019-12-19 Wesley Pegden , Charles K. Smart

A popular theory of self-organized criticality relates driven dissipative systems to systems with conservation. This theory predicts that the stationary density of the abelian sandpile model equals the threshold density of the fixed-energy…

Statistical Mechanics · Physics 2010-06-10 Anne Fey , Lionel Levine , David B. Wilson
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