Hybrid spinodals for long-range cascades
Fuente:
arXiv
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| Autores principales: | , , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| Acceso en línea: | |
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| _version_ | 1866929313054457856 |
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| author | Bonamassa, I. Gross, B. Kertész, J. Havlin, S. |
| author_facet | Bonamassa, I. Gross, B. Kertész, J. Havlin, S. |
| contents | Cascades are self-reinforcing processes underlying the systemic risk of many complex systems. Understanding the universal aspects of these phenomena is of fundamental interest, yet typically bound to numerical observations in ad-hoc models and limited insights. Here, we develop a unifying approach and show that cascades induced by a long-range propagation of local perturbations are characterized by two universality classes determined by the parity invariance of the underlying process. We provide hyperscaling arguments predicting hybrid critical exponents given by a combination of both mean-field spinodal exponents and $d$-dimensional corrections and we show how global symmetries influence the geometry and lifetime of avalanches. Simulations encompassing classic and novel cascade models validate our predictions, revealing fundamental principles of cascade phenomena amenable to experimental validation. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2401_09313 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Hybrid spinodals for long-range cascades Bonamassa, I. Gross, B. Kertész, J. Havlin, S. Disordered Systems and Neural Networks Statistical Mechanics Cascades are self-reinforcing processes underlying the systemic risk of many complex systems. Understanding the universal aspects of these phenomena is of fundamental interest, yet typically bound to numerical observations in ad-hoc models and limited insights. Here, we develop a unifying approach and show that cascades induced by a long-range propagation of local perturbations are characterized by two universality classes determined by the parity invariance of the underlying process. We provide hyperscaling arguments predicting hybrid critical exponents given by a combination of both mean-field spinodal exponents and $d$-dimensional corrections and we show how global symmetries influence the geometry and lifetime of avalanches. Simulations encompassing classic and novel cascade models validate our predictions, revealing fundamental principles of cascade phenomena amenable to experimental validation. |
| title | Hybrid spinodals for long-range cascades |
| topic | Disordered Systems and Neural Networks Statistical Mechanics |
| url | https://arxiv.org/abs/2401.09313 |