Testing the Universality of Self-Organized Criticality in Galactic, Extra-Galactic, and Black-Hole Systems
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| Format: | Preprint |
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2024
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| author | Aschwanden, Markus Gogus, Ersin |
| author_facet | Aschwanden, Markus Gogus, Ersin |
| contents | In this study we are testing whether the power law slopes ($α_F$, $α_E$) of fluxes $(F)$, fluences or energies $(E)$ are universal in their size distributions, $N(F) \propto F^{-α_F}$ and $N(E) \propto E^{-α_E}$, in astrophysical observations of galactic, extragalactic, and black-hole systems. This is a test of fundamental importance for self-organized criticality (SOC) systems. The test decides whether (i) power laws are a natural consequence of the scale-freeness and inherent universality of SOC systems, or (ii) if they depend on more complex physical scaling laws. The former criterion allows quantitative predictions of the power law-like size distributions, while the later criterion requires individual physical modeling for each SOC variable and data set. Our statistical test, carried out with 61 published data sets, yields strong support for the former option, which implies that observed power laws can simply be derived from the scale-freeness and do not require specific physical models to understand their statistical distributions. The observations show a mean and standard deviation of $α_F=1.78\pm0.29$ for SOC fluxes, and $α_E=1.66\pm0.22$ for SOC fluences, and thus are consistent with the prediction of the fractal-diffusive SOC model, with $α_F=1.80$ and $α_E=1.67$. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2412_03499 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Testing the Universality of Self-Organized Criticality in Galactic, Extra-Galactic, and Black-Hole Systems Aschwanden, Markus Gogus, Ersin High Energy Astrophysical Phenomena Astrophysics of Galaxies In this study we are testing whether the power law slopes ($α_F$, $α_E$) of fluxes $(F)$, fluences or energies $(E)$ are universal in their size distributions, $N(F) \propto F^{-α_F}$ and $N(E) \propto E^{-α_E}$, in astrophysical observations of galactic, extragalactic, and black-hole systems. This is a test of fundamental importance for self-organized criticality (SOC) systems. The test decides whether (i) power laws are a natural consequence of the scale-freeness and inherent universality of SOC systems, or (ii) if they depend on more complex physical scaling laws. The former criterion allows quantitative predictions of the power law-like size distributions, while the later criterion requires individual physical modeling for each SOC variable and data set. Our statistical test, carried out with 61 published data sets, yields strong support for the former option, which implies that observed power laws can simply be derived from the scale-freeness and do not require specific physical models to understand their statistical distributions. The observations show a mean and standard deviation of $α_F=1.78\pm0.29$ for SOC fluxes, and $α_E=1.66\pm0.22$ for SOC fluences, and thus are consistent with the prediction of the fractal-diffusive SOC model, with $α_F=1.80$ and $α_E=1.67$. |
| title | Testing the Universality of Self-Organized Criticality in Galactic, Extra-Galactic, and Black-Hole Systems |
| topic | High Energy Astrophysical Phenomena Astrophysics of Galaxies |
| url | https://arxiv.org/abs/2412.03499 |