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Benford’s Law in Time Series Analysis of Seismic Clusters

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Abstract

Benford’s analysis is applied to the recurrence times of approximately 17,000 seismic events in different geological contexts of Italy over the last 6 years, including the Mt. Etna volcanic area and the seismic series associated with the destructive M w 6.3, 2009 L’Aquila earthquake. A close conformity to Benford’s law and a power-law probability distribution for the recurrence times of consecutive events is found, as typical of random multiplicative processes. The application of Benford’s law to the recurrence event times in seismic series of specific seismogenic regions represents a novel approach, which enlarges the occurrence and relevance of Benford-like asymmetries, with implications on the physics of natural systems approaching a power law behaviour. Moreover, we propose that the shift from a close conformity of Benford’s law to Brownian dynamics, observed for time separations among non-consecutive events in the study seismic series, may be ruled by a periodical noise factor, such as the effects of Earth tides on seismicity tuning.

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References

  • Beeler NM, Lockner DA (2003) Why earthquakes correlate weakly with the solid Earth tides: effects of periodic stress on the rate and probability of earthquake occurrence. J Geophys Res 108(B8):2391. doi:10.1029/2001JB001518

    Article  Google Scholar 

  • Benford F (1938) The law of anomalous numbers. Proc Am Philos Soc 78:551–572

    Google Scholar 

  • Boncio P, Lavecchia G, Pace B (2004) Defining a model of 3D seismogenic source for seismic hazard assessment applications: the case of central Apennines (Italy). J Seismol 8:407–425

    Article  Google Scholar 

  • CNR-PFG (1987) Neotectonic map of Italy. Quaderni de La Ricerca Scientifica, 114

  • Cochran ES, Vidale JE (2007) Comment on “Tidal synchronicity of the 26 December 2004 Sumatran earthquake and its aftershocks” by R.G.M. Crockett et al. Geophys Res Lett 34:L04302. doi:10.1029/2006GL028639

    Article  Google Scholar 

  • CPTI04 (2004) Catalogo Parametrico dei Terremoti Italiani, version 2004. CPTI Working Group, INGV, Bologna. http://emidius.mi.ingv.it/CPTI

  • Crockett RGM, Gillmore GK, Phillips PS, Gilbertson DD (2006) Tidal synchronicity of the 26 December 2004 Sumatran earthquake and its aftershocks. Geophys Res Lett 33:L19302. doi:10.1029/2006GL027074

    Article  Google Scholar 

  • D’Agostino N, Mantenuto S, D’Anastasio E, Giuliani R, Mattone M, Calcaterra S, Gambino P, Bonci L (2011) Evidence for localized active extension in the central Apennines (Italy) from global positioning system observations. Geology 39:291–294

    Article  Google Scholar 

  • D’Alessandro A, Cecere G, Amato A, Selvaggi G (2011). Improving the location performance of a seismic network through the SNES method. Geophys Res Abstr 13:EGU2011–11252, 2011

    Google Scholar 

  • Emter D (1997) Tidal triggering of earthquakes and volcanic events. In: Wilhelm H, Zürn W, Wenzel H-G (eds) Tidal phenomena. Springer, Berlin, pp 293–309

    Chapter  Google Scholar 

  • Falcucci E, Gori S, Peronace E, Fubelli G, Moro M, Saroli M, Giaccio B, Messina P, Naso G, Scardia G, Sposato A, Voltaggio M, Galli P, Galadini F (2009) The Paganica fault and surface coseismic ruptures caused by the 6 April 2009 earthquake (L’Aquila, Central Italy). Seismol Res Lett 80:940–950

    Article  Google Scholar 

  • Galadini F, Galli P (2000) Active tectonics in the Central Apennines (Italy)—input data for seismic hazard assessment. Natural Hazards 22:225–270

    Article  Google Scholar 

  • Galli P, Galadini F, Pantosti D (2008) Twenty years of paleoseismology in Italy. Earth-Sci Rev 88:89–117

    Article  Google Scholar 

  • Galli P, Giaccio B, Messina P (2010) The 2009 central Italy earthquake seen through 0.5 Myr-long tectonic history of the L’Aquila faults system. Quat Sci Rev 29:3768–3789

    Article  Google Scholar 

  • Geyer A, Martì J (2012) Applying Benford’s law to volcanology. Geology 40:331–334

    Article  Google Scholar 

  • Glasby GP, Kasahara J (2001) Influence of tidal effects on the periodicity of earthquake activity in diverse geological settings with particular emphasis on submarine hydrothermal systems. Earth-Sci Rev 52:261–297

    Article  Google Scholar 

  • Gorshkov AI, Panza GF, Soloviev AA, Aoudia A (2002) Morphostructural zonation and preliminary recognition of seismogenic nodes around the Adria margin in peninsular Italy and Sicily. J Seismol Earthq Eng 4:1–24

    Google Scholar 

  • Hartzell S, Heaton T (1989) The fortnightly tide and the tidal triggering of earthquakes. Bull Seismol Soc Am 79:1282–1286

    Google Scholar 

  • Hirata T, Imoto M (1991) Multifractal analysis of spatial distribution of microearthquakes in the Kanto region. Geophys J Int 107:155–162

    Article  Google Scholar 

  • INGV (2010). ©ISIDe Working Group, Italian Seismological Instrumental and parametric database: http://iside.rm.ingv.it

  • Kasahara J (2002) Tides, earthquakes, and volcanoes. Science 297:348–349

    Article  Google Scholar 

  • Kitada S (2006) Power-law distributions in random multiplicative processes with non-Gaussian colored multipliers. Phys A 370:539–552

    Article  Google Scholar 

  • Klein FW (1976) Earthquake swarms and the semidiurnal solid earth tide. Geophys J R Astr Soc 45:245–295

    Article  Google Scholar 

  • Kobayashi N, Sasaki Y, Moriyama O, Matsushita S, Matsushita M (2006) Nonlinear phenomena in complex systems empirical studies of random multiplicative stochastic processes: revisit to lognormals. Nonlinear Phenom Complex Syst 9:276–282

    Google Scholar 

  • Lockner DA, Beeler NM (1999) Premonitory slip and tidal triggering of earthquakes. J Geophys Res 104(20):133–151

    Google Scholar 

  • Mandelbrot BB (1982) The fractal geometry of nature. Freeman, New York

    Google Scholar 

  • McNutt SR, Beavan RJ (1981) Volcanic earthquakes at Pavlof volcano correlated with solid earth tide. Nature 294:615–618

    Article  Google Scholar 

  • Melchior P (1983). The tides of the planet Earth. Pergamon, New York, 641 pp

    Google Scholar 

  • Molchan G (2005) Interevent time distribution in seismicity: a theoretical approach. Pure Appl Geophys 162:1135–1150. doi:10.1007/s00024-004-2664-5

    Article  Google Scholar 

  • Neuberg J (2000) External modulation of volcanic activity. Geophys J Int 142:232–240

    Article  Google Scholar 

  • Nigrini MJ, Miller JS (2007) Benford’s law applied to hydrology data-results and relevance to other geophysical data. Math Geol 39:469–490

    Article  Google Scholar 

  • Pietronero L, Tosatti E, Tosatti V, Vespignani A (2001) Explaining the uneven distribution of numbers in nature: the laws of Benford and Zipf. Phys A 293:297–304

    Article  Google Scholar 

  • Pinkham RS (1961) On the distribution of first significant digits. Ann Math Stat 32(4):1223–1230

    Article  Google Scholar 

  • Riguzzi F, Panza G, Varga P, Doglioni C (2010) Can Earth’s rotation and tidal despinning drive plate tectonics? Tectonophysics 484:60–73

    Article  Google Scholar 

  • Roberts GP, Michetti AM (2004) Spatial and temporal variations in growth rates along active normal fault systems: an example from the Lazio-Abruzzo Apennines, central Italy. J Struct Geol 26:339–376

    Article  Google Scholar 

  • Saichev A, Sornette D (2006) Universal distribution of interearthquake times explained. Phys Rev Lett 97:078501

    Article  Google Scholar 

  • Saichev A, Sornette D (2007) Theory of earthquake recurrence times. J Geophys Res 112:B04313. doi:10.1029/2006JB004536

    Article  Google Scholar 

  • Sambridge M, Tkalčić H, Jackson A (2010) Benford’s law in the natural sciences. Geophys Res Lett 37:L22301. doi:10.1029/2010GL044830

    Article  Google Scholar 

  • Sambridge M, Tkalčić H, Arroucau P (2011) Benford’s law of first digits: from mathematical curiosity to change detector. Asia Pacific Math News Lett 1(4):1–6

    Google Scholar 

  • Scholz CH (2003) Good tiding. Nature 425:670–671

    Article  Google Scholar 

  • Sottili G, Palladino DM (2012) Tidal modulation of eruptive activity at open-vent volcanoes: evidence from Stromboli, Italy. Terra Nova. doi:10.1111/j.1365-3121.2012.01059.x

    Google Scholar 

  • Sottili G, Martino S, Palladino DM, Paciello A, Bozzano F (2007) Effects of tidal stresses on volcanic activity at Mount Etna, Italy. Geophys Res Lett 34:L01311. doi:10.1029/2006GL028190

    Article  Google Scholar 

  • Tanaka S (2012) Tidal triggering of earthquakes prior to the 2011 Tohoku–Oki earthquake (M w 9.1). Geophys Res Lett. doi:10.1029/2012GL051179

    Google Scholar 

  • Tsuruoka H, Ohtake M, Sato H (1995) Statistical test of the tidal triggering of earthquakes: contribution of the ocean tide loading effect. Geophys J Int 122:183–194

    Article  Google Scholar 

  • Vidale JE, Agnew DC, Johnston MJS, Oppenheimer DH (1998) Absence of earthquakes correlation with Earth tides: an indication of high preseismic fault stress rate. J Geophys Res 103(24):567–572

    Google Scholar 

  • Wilcock WSD (2001) Tidal triggering of microearthquakes on the Juan de Fuca Ridge. Geophys Res Lett 28:3999–4002

    Article  Google Scholar 

Download references

Acknowledgements

We are grateful to the Editor-in-Chief, R. Dimitrakopoulos, and two anonymous referees for their helpful comments to the manuscript.

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Correspondence to Gianluca Sottili.

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Sottili, G., Palladino, D.M., Giaccio, B. et al. Benford’s Law in Time Series Analysis of Seismic Clusters. Math Geosci 44, 619–634 (2012). https://doi.org/10.1007/s11004-012-9398-1

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