Predictability and Scaling in a BTW Sandpile on a Self-similar Lattice
This paper explores the predictability of a Bak–Tang–Wiesenfeld isotropic sandpile on a self-similar lattice, introducing an algorithm which predicts the occurrence of target events when the stress in the system crosses a critical level. The model exhibits the self-organized critical dynamics charac...
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Veröffentlicht in: | Journal of statistical physics 2021-04, Vol.183 (1), Article 14 |
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Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | This paper explores the predictability of a Bak–Tang–Wiesenfeld isotropic sandpile on a self-similar lattice, introducing an algorithm which predicts the occurrence of target events when the stress in the system crosses a critical level. The model exhibits the self-organized critical dynamics characterized by the power-law segment of the size-frequency event distribution extended up to the sizes
∼
L
β
,
β
=
log
3
5
, where
L
is the lattice length. We establish numerically that there are large events which are observed only in a super-critical state and, therefore, predicted efficiently. Their sizes fill in the interval with the left endpoint scaled as
L
α
and located to the right from the power-law segment:
α
≈
2.24
>
β
. The right endpoint scaled as
L
3
represents the largest event in the model. The mechanism of predictability observed with isotropic sandpiles is shown here for the first time. |
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ISSN: | 0022-4715 1572-9613 |
DOI: | 10.1007/s10955-021-02744-y |