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Zachariou N, Expert P, Takayasu M, Christensen K. Generalised Sandpile Dynamics on Artificial and Real-World Directed Networks. PLoS One 2015; 10:e0142685. [PMID: 26606143 PMCID: PMC4659656 DOI: 10.1371/journal.pone.0142685] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2013] [Accepted: 10/26/2015] [Indexed: 12/05/2022] Open
Abstract
The main finding of this paper is a novel avalanche-size exponent τ ≈ 1.87 when the generalised sandpile dynamics evolves on the real-world Japanese inter-firm network. The topology of this network is non-layered and directed, displaying the typical bow tie structure found in real-world directed networks, with cycles and triangles. We show that one can move from a strictly layered regular lattice to a more fluid structure of the inter-firm network in a few simple steps. Relaxing the regular lattice structure by introducing an interlayer distribution for the interactions, forces the scaling exponent of the avalanche-size probability density function τ out of the two-dimensional directed sandpile universality class τ = 4/3, into the mean field universality class τ = 3/2. Numerical investigation shows that these two classes are the only that exist on the directed sandpile, regardless of the underlying topology, as long as it is strictly layered. Randomly adding a small proportion of links connecting non adjacent layers in an otherwise layered network takes the system out of the mean field regime to produce non-trivial avalanche-size probability density function. Although these do not display proper scaling, they closely reproduce the behaviour observed on the Japanese inter-firm network.
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Affiliation(s)
- Nicky Zachariou
- Department of Physics, Blackett Laboratory, Imperial College London, Prince Consort Road, South Kensington Campus, London SW7 2AZ, United Kingdom
- Centre for Complexity Science, Electrical & Electronic Engineering Building, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
| | - Paul Expert
- Department of Physics, Blackett Laboratory, Imperial College London, Prince Consort Road, South Kensington Campus, London SW7 2AZ, United Kingdom
- Centre for Complexity Science, Electrical & Electronic Engineering Building, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
- Centre for Neuroimaging Sciences, Institute of Psychiatry, Psychology and Neuroscience, De Crespigny Park, King’s College London, London SE5 8AF, United Kingdom
| | - Misako Takayasu
- Department of Computational Intelligence and Systems Science, Interdisciplinary Graduate School of Science and Engineering, Tokyo Institute of Technology, 4259 Nagatsuta-cho, Midori-ku, Yokohama 226-8502, Japan
| | - Kim Christensen
- Department of Physics, Blackett Laboratory, Imperial College London, Prince Consort Road, South Kensington Campus, London SW7 2AZ, United Kingdom
- Centre for Complexity Science, Electrical & Electronic Engineering Building, Imperial College London, South Kensington Campus, London SW7 2AZ, United Kingdom
- * E-mail:
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Lise S, Paczuski M. Nonconservative earthquake model of self-organized criticality on a random graph. PHYSICAL REVIEW LETTERS 2002; 88:228301. [PMID: 12059457 DOI: 10.1103/physrevlett.88.228301] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2002] [Indexed: 05/23/2023]
Abstract
We numerically investigate the Olami-Feder-Christensen model on a quenched random graph. Contrary to the case of annealed random neighbors, we find that the quenched model exhibits self-organized criticality deep within the nonconservative regime. The probability distribution for avalanche size obeys finite size scaling, with universal critical exponents. In addition, a power law relation between the size and the duration of an avalanche exists. We propose that this may represent the correct mean-field limit of the model rather than the annealed random neighbor version.
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Affiliation(s)
- Stefano Lise
- Department of Mathematics, Huxley Building, Imperial College of Science, Technology, and Medicine, London SW7 2BZ, United Kingdom
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Pastor-Satorras R, Vespignani A. Critical behavior and conservation in directed sandpiles. PHYSICAL REVIEW. E, STATISTICAL PHYSICS, PLASMAS, FLUIDS, AND RELATED INTERDISCIPLINARY TOPICS 2000; 62:6195-6205. [PMID: 11101950 DOI: 10.1103/physreve.62.6195] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2000] [Indexed: 05/23/2023]
Abstract
We perform large-scale simulations of directed sandpile models with both deterministic and stochastic toppling rules. Our results show the existence of two distinct universality classes. We also provide numerical simulations of directed models in the presence of bulk dissipation. The numerical results indicate that the way in which dissipation is implemented is irrelevant for the determination of the critical behavior. The analysis of the self-affine properties of avalanches shows the existence of a subset of superuniversal exponents, whose value is independent of the universality class. This feature is accounted for by means of a phenomenological description of the energy balance condition in these models.
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Affiliation(s)
- R Pastor-Satorras
- The Abdus Salam International Centre for Theoretical Physics, P.O. Box 586, 34100 Trieste, Italy
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