- Open Access
SIETAS model: Swarm-informed triggering, earthquake diffusion, and multiscaling applied to the current Campi Flegrei unrest
Phys. Rev. Research 8, 043055 – Published 15 October, 2026
DOI: https://doi.org/10.1103/wv9d-2wjc
Abstract
Earthquake diffusion is commonly interpreted either as the migration of fluids or as the propagation of triggering cascades within branching processes. In the latter framework, anomalous diffusion emerges naturally from the long-memory kernels of epidemic-type aftershock sequence (ETAS) models. Here, we introduce a swarm-informed ETAS (SIETAS) model designed to describe volcanic seismic swarms. The model combines a temporally truncated power-law triggering kernel with a spatially localized logistic kernel, thereby introducing intrinsic temporal and spatial scales into the triggering process. Using an AI earthquake catalog from the ongoing Campi Flegrei unrest, we show that SIETAS provides a substantially better description of seismicity than the standard ETAS formulation. We further demonstrate that earthquake diffusion exhibits clear multiscaling behavior characterized by three effective scaling regimes. Analytical arguments based on branching-process theory and continuous-time random walks indicate that the SIETAS kernels generate a crossover from transient anomalous diffusion to an effectively normal-diffusive regime, followed by saturation due to finite subcriticality. We discuss how the observed multiscaling behavior may emerge from the interplay between short-time triggering, finite temporal memory, finite spatial localization, and secondary components of the triggering kernel. These results establish a connection between swarm-informed earthquake triggering and multiscale diffusion phenomena in volcanic environments.
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References (56)
- F. Omori, On the aftershocks of earthquakes, J. Coll. Sci. Imp. Univ. Tokyo 7, 111 (1894).
- B. Gutenberg and C. Richter, Frequency of earthquakes in California, Bull. Seismol. Soc. Am. 34, 185 (1944).
- T. Utsu and A. Seki, A relation between the area of aftershock region and the energy of mainshock, J. Seismol. Soc. Jpn. 7, 233 (1954).
- F. Tajima and H. Kanamori, Global survey of aftershock area expansion patterns, Phys. Earth Planet. Inter. 40, 77 (1985).
- W. L. Ellsworth, Injection-induced earthquakes, Science 341, 1225942 (2013).
- A. Nur and J. R. Booker, Aftershocks caused by pore fluid flow? Science 175, 885 (1972).
- T. Ouchi and T. Uekawa, Statistical analysis of the spatial distribution of earthquakes—Variation of the spatial distribution of earthquakes before and after large earthquakes, Phys. Earth Planet. Inter. 44, 211 (1986).
- P. A. Rydelek and I. S. Sacks, Migration of large earthquakes along the San Jacinto fault; stress diffusion from the 1857 Fort Tejon earthquake, Geophys. Res. Lett. 28, 3079 (2001).
- V. Convertito, R. De Matteis, L. Improta, and N. A. Pino, Fluid-triggered aftershocks in an anisotropic hydraulic conductivity geological complex: The case of the 2016 Amatrice sequence, Italy, Front. Earth Sci. 8, 541323 (2020).
- R. De Matteis, B. Massa, G. M. Adinolfi, O. Amoroso, T. Terakawa, and V. Convertito, Pore fluid pressure in St. Gallen geothermal field (Switzerland) based on earthquake focal mechanisms, Geophys. Res. Lett. 51, e2023GL105127 (2024).
- J. E. Vidale and P. M. Shearer, A survey of 71 earthquake bursts across southern California: Exploring the role of pore fluid pressure fluctuations and aseismic slip as drivers, J. Geophys. Res.: Solid Earth 111, B05312 (2006).
- S. Toda, R. S. Stein, and T. Sagiya, Evidence from the AD 2000 Izu islands earthquake swarm that stressing rate governs seismicity, Nature (London) 419, 58 (2002).
- M. Parotidis, S. Shapiro, and E. Rothert, Evidence for triggering of the Vogtland swarms 2000 by pore pressure diffusion, J. Geophys. Res.: Solid Earth 110, B05S10 (2005).
- K. M. Keranen, H. M. Savage, G. A. Abers, and E. S. Cochran, Potentially induced earthquakes in Oklahoma, USA: Links between wastewater injection and the 2011 5.7 earthquake sequence, Geology 41, 699 (2013).
- S. L. Peterie, R. D. Miller, J. W. Intfen, and J. B. Gonzales, Earthquakes in Kansas induced by extremely far-field pressure diffusion, Geophys. Res. Lett. 45, 1395 (2018).
- O. Sotolongo-Costa, J. Antoranz, A. Posadas, F. Vidal, and A. Vazquez, Lévy flights and earthquakes, Geophys. Res. Lett. 27, 1965 (2000).
- A. Helmstetter and D. Sornette, Diffusion of epicenters of earthquake aftershocks, Omori’s law, and generalized continuous-time random walk models, Phys. Rev. E 66, 061104 (2002).
- Y. Ogata, Statistical models for earthquake occurrences and residual analysis for point processes, J. Am. Stat. Assoc. 83, 9 (1988).
- Y. Ogata, Space-time point-process models for earthquake occurrences, Ann. Inst. Stat. Math. 50, 379 (1998).
- T. Kumazawa and Y. Ogata, Nonstationary ETAS models for nonstandard earthquakes, Ann. Appl. Stat. 8, 1825 (2014).
- Z. Xiong and J. Zhuang, SETAS: A spherical version of the space–time ETAS model, Seismol. Soc. Am. 94, 1676 (2023).
- G. Petrillo and J. Zhuang, Bayesian earthquake forecasting approach based on the epidemic type aftershock sequence model, Earth Planets Space 76, 78 (2024).
- G. Petrillo, E. Lippiello, and J. Zhuang, Including stress relaxation in point-process model for seismic occurrence, Geophys. J. Int. 236, 1332 (2024).
- G. Petrillo, T. Kumazawa, F. Napolitano, P. Capuano, and J. Zhuang, Fluids-triggered swarm sequence supported by a nonstationary epidemic-like description of seismicity, Seismol. Res. Lett. 95, 3207 (2024).
- A. Corral, Universal earthquake-occurrence jumps, correlations with time, and anomalous diffusion, Phys. Rev. Lett. 97, 178501 (2006).
- C. Godano and F. Pingue, Multiscaling in earthquakes diffusion, Geophys. Res. Lett. 32, L18302 (2005).
- K. Mogi, Some discussions on aftershocks, foreshocks and earthquake swarms: The relations between some relation between fracture characteristics of laboratory samples and earthquakes, Bull. Earthquake Res. Inst. Univ. Tokyo 41, 615 (1963).
- J. E. Vidale and P. M. Shearer, A data-driven catalog of U.S. West Coast earthquake swarms: Characteristics and implications, Bull. Seismol. Soc. Am. 96, 1689 (2006).
- S. Hainzl, Seismicity patterns of earthquake swarms due to fluid intrusion and Coulomb stress transfer, Geophys. J. Int. 159, 1090 (2004).
- D. P. Hill, A model for earthquake swarms, J. Geophys. Res. 82, 1347 (1977).
- L. Passarelli, G. Petersen, L. Mizrahi, S. Cesca, Detecting and Characterizing Swarm‐Like Seismicity, Seismol. Res. Lett. 97, 1867 (2025).
- M. K. Hubbert and W. W. Rubey, Role of fluid pressure in mechanics of overthrust faulting: I. Mechanics of fluid-filled porous solids and its application to overthrust faulting, GSA Bull. 70, 115 (1959).
- A. Tramelli, C. Godano, P. Ricciolino, F. Giudicepietro, S. Caliro, M. Orazi, P. De Martino, and G. Chiodini, Statistics of seismicity to investigate the Campi Flegrei caldera unrest, Sci. Rep. 11, 7211 (2021).
- V. Convertito, C. Godano, G. Petrillo, and A. Tramelli, Insights from value analysis of Campi Flegrei unrests, Sci. Rep. 15, 14974 (2025).
- P. Segall, E. K. Desmarais, D. Shelly, A. Miklius, and P. Cervelli, Earthquakes triggered by silent slip events on Kīlauea volcano, Hawaii, Nature (London) 442, 71 (2006).
- K. Sirorattanakul, Z. E. Ross, M. Khoshmanesh, E. S. Cochran, M. Acosta, and J.-P. Avouac, The 2020 Westmorland, California earthquake swarm as aftershocks of a slow slip event sustained by fluid flow, J. Geophys. Res.: Solid Earth 127, e2022JB024693 (2022).
- P. Danré, L. De Barros, F. Cappa, and J.-P. Ampuero, Prevalence of aseismic slip linking fluid injection to natural and anthropogenic seismic swarms, J. Geophys. Res.: Solid Earth 127, e2022JB025571 (2022).
- R. B. Lohman and J. J. McGuire, Earthquake swarms driven by aseismic creep in the Salton Trough, California, J. Geophys. Res.: Solid Earth 112, B04405 (2007).
- C. Godano, A. Tramelli, M. Mora, W. Taylor, and G. Petrillo, An analytic expression for the volcanic seismic swarms occurrence rate. A case study of some volcanoes in the world, Earth Space Sci. 10, e2022EA002534 (2023).
- C. Godano and G. Petrillo, Common spatial patterns in earthquake swarms from volcanic systems worldwide, Discov. Geosci. 4, 82 (2026).
- G. Petrillo, V. Convertito, A. Tramelli, and C. Godano, Seismic swarms occurrence rate and b-value tomography at Taupo Volcanic Zone, Seismica 5 (2026).
- X. Tan, A. Tramelli, S. Gammaldi, G. C. Beroza, W. L. Ellsworth, and W. Marzocchi, A clearer view of the current phase of unrest at Campi Flegrei caldera, Science 390, 70 (2025).
- C. Godano and G. Petrillo, Estimating the completeness magnitude and the -values in a snap, Earth Space Sci. 10, e2022EA002540 (2023).
- C. Godano, G. Petrillo, and E. Lippiello, Evaluating the incompleteness magnitude using an unbiased estimate of the value, Geophys. J. Int. 236, 994 (2023).
- C. Godano, A. Tramelli, G. Petrillo, and V. Convertito, Testing the predictive power of b value for Italian seismicity, Seismica 3 (2024).
- P. Cosentino, V. Ficarra, and D. Luzio, Truncated exponential frequency-magnitude relationship in earthquake statistics, Bull. Seismol. Soc. Am. 67, 1615 (1977).
- Y. Ogata, Statistical models for earthquake occurrences and residual analysis for point processes, J. Am. Stat. Assoc. 83, 9 (1988).
- Y. Liu, J. Zhuang, Y. Guo, C. Jiang, Q. Tian, Y. Zhang, and F. Long, Background and clustering characteristics of recent seismicity in southwestern China, Geophys. J. Int. 238, 1291 (2024).
- G. Petrillo and M. Taroni, Adding strain rate information into a short-term seismicity model improves forecasting performances: The case of Campi Flegrei, Italy, Seismica 4 (2025).
- J. Zhuang, Y. Ogata, and D. Vere-Jones, Stochastic declustering of space-time earthquake occurrences, J. Am. Stat. Assoc. 97, 369 (2002).
- P. Castiglione, A. Mazzino, P. Muratore-Ginanneschi, and A. Vulpiani, On strong anomalous diffusion, Physica D 134, 75 (1999).
- G. Paladin and A. Vulpiani, Anomalous scaling laws in multifractal objects, Phys. Rep. 156, 147 (1987).
- L. De Barros, F. Cappa, A. Deschamps, and P. Dublanchet, Imbricated aseismic slip and fluid diffusion drive a seismic swarm in the Corinth Gulf, Greece, Geophys. Res. Lett. 47, e2020GL087142 (2020).
- G. Petrillo, F. Landes, E. Lippiello, and A. Rosso, The influence of the brittle-ductile transition zone on aftershock and foreshock occurrence, Nat. Commun. 11, 3010 (2020).
- E. Lippiello, G. Petrillo, F. Landes, and A. Rosso, Fault heterogeneity and the connection between aftershocks and afterslip, Bull. Seismol. Soc. Am. 109, 1156 (2019).
- G. Petrillo, SIETAS - an ETAS for earthquake swarms [Computer software], Zenodo, 2026, https://doi.org/10.5281/zenodo.21488989.