Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Random walks on jammed networks: Spectral properties

Journal Article · · Physical Review E
 [1];  [1];  [1];  [1];  [1];  [2]
  1. Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
  2. Central New Mexico Community College, Albuquerque, NM (United States)

Using random walk analyses we explore diffusive transport on networks obtained from contacts between isotropically compressed, monodisperse, frictionless sphere packings generated over a range of pressures in the vicinity of the jamming transition p → 0 . For conductive particles in an insulating medium, conduction is determined by the particle contact network with nodes representing particle centers and edges contacts between particles. The transition rate is not homogeneous, but is distributed inhomogeneously due to the randomness of packing and concomitant disorder of the contact network, e.g., the distribution of the coordination number. A narrow escape time scale is used to write a Markov process for random walks on the particle contact network. This stochastic process is analyzed in terms of spectral density of the random, sparse, Euclidean and real, symmetric, positive, semidefinite transition rate matrix. Findings reveal network structures derived from jammed particles have properties similar to ordered, euclidean lattices but also some unique properties that distinguish them from other structures that are in some sense more homogeneous. Specifically, the distribution of eigenvalues of the transition rate matrix follow a power law with spectral dimension 3. Yet, quantitative details of the statistics of the eigenvectors show subtle differences with homogeneous lattices and allow us to distinguish between topological and geometric sources of disorder in the network.

Research Organization:
Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA); USDOE Office of Science (SC), Basic Energy Sciences (BES). Scientific User Facilities Division
Grant/Contract Number:
AC04-94AL85000; NA0003525
OSTI ID:
1559545
Alternate ID(s):
OSTI ID: 1542529
Report Number(s):
SAND-2018-9709J; PLEEE8; 667602; TRN: US2000364
Journal Information:
Physical Review E, Vol. 100, Issue 1; ISSN 2470-0045
Publisher:
American Physical Society (APS)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 1 work
Citation information provided by
Web of Science

References (19)

Diffusion and long-time tails in the overlapping Lorentz gas journal November 1985
Jamming at zero temperature and zero applied stress: The epitome of disorder journal July 2003
Efficient simulation technique to compute effective properties of heterogeneous media journal October 1989
A random matrix definition of the boson peak journal February 2015
Random walks on fractal structures and percolation clusters journal January 1983
Random Walks on Complex Networks journal March 2004
Statistics of Extremes book January 1958
Diffusion escape through a cluster of small absorbing windows journal April 2008
Das asymptotische Verteilungsgesetz der Eigenwerte linearer partieller Differentialgleichungen (mit einer Anwendung auf die Theorie der Hohlraumstrahlung) journal December 1912
Jamming of frictional spheres and random loose packing journal January 2010
Diffusion and Reactions in Fractals and Disordered Systems book January 2010
Normal modes in model jammed systems in three dimensions journal February 2009
Eigenvalues of the Laplacian and the Heat Equation journal November 1981
Heterogeneous media and rough surfaces: A fractal approach for heat diffusion studies journal May 1989
Diffusion in Jammed Particle Packs journal August 2015
Force distribution in a granular medium journal March 1998
Diffusion in regular and disordered lattices journal June 1987
An Asymptotic Analysis of the Mean First Passage Time for Narrow Escape Problems: Part II: The Sphere journal January 2010
Efficiency of quantum and classical transport on graphs journal June 2006

Figures / Tables (5)


Similar Records

Diffusion in Jammed Particle Packs
Journal Article · 2015 · Physical Review Letters · OSTI ID:1512907

Edwards statistical mechanics for jammed granular matter
Journal Article · 2018 · Reviews of Modern Physics · OSTI ID:1541410

Related Subjects