A Prediction Method for Large-Size Event Occurrences in the Sandpile Model
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A Prediction Method for Large-Size Event Occurrences in the Sandpile Model

Authors: S. Channgam, A. Sae-Tang, T. Termsaithong

Abstract:

In this research, the occurrences of large size events in various system sizes of the Bak-Tang-Wiesenfeld sandpile model are considered. The system sizes (square lattice) of model considered here are 25×25, 50×50, 75×75 and 100×100. The cross-correlation between the ratio of sites containing 3 grain time series and the large size event time series for these 4 system sizes are also analyzed. Moreover, a prediction method of the large-size event for the 50×50 system size is also introduced. Lastly, it can be shown that this prediction method provides a slightly higher efficiency than random predictions.

Keywords: Bak-Tang-Wiesenfeld sandpile model, avalanches, cross-correlation, prediction method.

Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1124399

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[1] P. Bak, C. Tang and K. Wiesenfeld, Self-Organized Criticality. Physical review A, Vol 38, No. 1, 1988 pp. 364-375.
[2] D. L. Turcotte and B. D. Malamud, Landslides, forest fires, and earthquakes: examples of self-organized critical behavior. Physica A: Statistical Mechanics and its Applications, Vol 340, No. 4, 2004, pp. 580-589.
[3] B. K. Urnanc, S. Havlin and H. E. Stanley, Temporal correlations in a one-dimensional sandpile model, Physical review E, Vol 54, No. 6, 1966, pp. 6109-6113.
[4] E. Altshuler, O. Ramos, C. Martínez, L. E. Flores, and C. Noda, Avalanches in One-Dimensional Pile with Different Types of Bases, Physical review letters, Vol 86, No. 24, 2001, pp. 5490-5493.
[5] W. J. Reed and K. S. McKelvey, Power-law behavior and parametric models for the size-distribution of forrest fires, Ecological Modelling, Vol 150, No. 3, 2001, pp. 239-254.
[6] Z. Olami, H. J. S. Feder, and K. Christensen, Self-organized criticality in a continuous, nonconservative cellular automaton modeling earthquakes, Physical review letters, Vol 68, No. 8, 1992, pp. 1244.
[7] L. A. Núñez-Amaral and K. B. Lauritsen, Self-organized criticality in a rice-pile model, Physical review E, Vol 54, 1996, pp. 6109-6113.
[8] O. Ramos E. Altshuler and K. J. Måløy, Avalanche prediction in a self-organized pile of beads. Physical review letters, Vol 102, No. 7, 2009, pp. 078701(1)- 078701(4).
[9] S. Channgam, A. Sae-Tang and T. Termsaithong, in Proc. 6th International Science, Social Science, Engineering and Energy Conf., Udonthani Rajabhat University, Thailand, 2014, pp. 26-31.
[10] A. Deluca, N. R. Moloney, and A. Corral, Data-driven prediction of thresholded time series of rainfall and self-organized criticality models, Physical review E, Vol 91, No. 5, 2015, pp. 6109-6113.