Directed Abelian algebras and their application to stochastic models
Abstract
With each directed acyclic graph (this includes some D -dimensional lattices) one can associate some Abelian algebras that we call directed Abelian algebras (DAAs). On each site of the graph one attaches a generator of the algebra. These algebras depend on several parameters and are semisimple. Using any DAA, one can define a family of Hamiltonians which give the continuous time evolution of a stochastic process. The calculation of the spectra and ground-state wave functions (stationary state probability distributions) is an easy algebraic exercise. If one considers D -dimensional lattices and chooses Hamiltonians linear in the generators, in finite-size scaling the Hamiltonian spectrum is gapless with a critical dynamic exponent z=D . One possible application of the DAA is to sandpile models. In the paper we present this application, considering one- and two-dimensional lattices. In the one-dimensional case, when the DAA conserves the number of particles, the avalanches belong to the random walker universality class (critical exponent στ=3/2 ). We study the local density of particles inside large avalanches, showing a depletion of particles at the source of the avalanche and an enrichment at its end. In two dimensions we did extensive Monte-Carlo simulations and found στ=1.780±0.005 .
- Publication:
-
Physical Review E
- Pub Date:
- October 2008
- DOI:
- 10.1103/PhysRevE.78.041126
- arXiv:
- arXiv:0806.1303
- Bibcode:
- 2008PhRvE..78d1126A
- Keywords:
-
- 05.50.+q;
- 05.65.+b;
- 46.65.+g;
- 45.70.Ht;
- Lattice theory and statistics;
- Self-organized systems;
- Random phenomena and media;
- Avalanches;
- Condensed Matter - Statistical Mechanics;
- Condensed Matter - Soft Condensed Matter
- E-Print:
- 14 pages, 9 figures