Article Outline
Glossary
Definition of the Subject
Introduction
Data
Temporal Models
Volcanic Regimes
Spatial Aspects
Yucca Mountain
Interactions with Earthquakes
Future Directions
Bibliography
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Abbreviations
- Onset:
-
The beginning of an eruption. The term event will be used interchangeably.
- Repose:
-
Periods during which an eruption is not in progress.
- Onset time:
-
Time at which an eruption begins. The ith onset time will be denoted t i , for \({i=1,\ldots,n}\).
- Inter-onset time :
-
Time between successive onsets, denoted by \({r_i = t_{i+1} - t_i}\), for \({i = 1,\ldots,n-1}\). In many papers this is termed the repose time , which we shall use interchangeably, although the latter is strictly the time between the end of one eruption and the start of the next.
- Polygenetic vent:
-
Site of multiple events, in contrast to monogenetic vents, at which only one eruption occurs. The latter occur predominately in volcanic fields.
- Absolute time:
-
is denoted by t or s, with the latter usually being the time of the last known event. The elapsed time since the last known event is denoted by u, or, equivalently, \({t-s}\).
- A parameter estimate:
-
of the parameter λ, say, is denoted by \({\hat{\lambda}}\).
Bibliography
Primary Literature
Bacon CR (1982) Time‐predictable bimodal volcanism in the Coso range, California. Geology 10:65–69
Bain LJ (1978) Statistical Analysis of Reliability and Life Testing Models. Marcel Dekker, New York
Bebbington MS (2007) Identifying volcanic regimes using hidden Markov models. Geophys J Int, 171:921–942
Bebbington MS, Lai CD (1996) On nonhomogeneous models for volcanic eruptions. Math Geol 28:585–600
Bebbington MS, Lai CD (1996) Statistical analysis of New Zealand volcanic occurrence data. J Volcanol Geotherm Res 74:101–110
Bebbington MS, Lai CD (1998) A generalised negative binomial and applications. Commun Statist Theor Methods 27:2515–2533
Behncke B, Neri M (2003) Cycles and trends in the recent eruptive behaviour of Mount Etna (Italy). Canadian J Earth Sci 40:1405–1411
Bronk Ramsey C (1995) Radiocarbon calibration and analysis of stratigraphy: The OxCal program. Radiocarbon 37:425–430
Burt ML, Wadge G, Scott WA (1994) Simple stochastic modelling of the eruption history of a basaltic volcano: Nyamuragira, Zaire. Bull Volcanol 56:87–97
Cardaci C, Falsaperla S, Gasperini P, Lombardo G, Marzocchi W, Mulargia F (1993) Cross‐correlation analysis of seismic and volcanic data at Mt Etna volcano, Italy. Bull Volcanol 55:596–603
Carta S, Figari R, Sartoris G, Sassi R, Scandone R (1981) A statistical model for Vesuvius and its volcanological implications. Bull Volcanol 44:129–151
Casetti G, Frazzetta G, Romano R (1981) A statistical analysis in time of the eruptive events on Mount Etna (Italy) from 1323 to 1980. J Volcanol Geotherm Res 44:283–294
Coleman NM, Abramson LR, Marsh BD (2004) Testing claims about volcanic disruption of a potential geologic repository at Yucca Mountain, Nevada. Geophys Res Lett 31:L24601
Condit CD, Connor CB (1996) Recurrence rates of volcanism in basaltic volcanic fields: an example from the Springerville volcanic field, Arizona. Geol Soc Am Bull 108:1225–1241
Connor CB (1990) Cinder cone clustering in the TransMexican volcanic belt: Implications for structural and petrologic models. J Geophys Res 95:19395–19405
Connor CB, Condit CD, Crumpler LS, Aubele JC (1992) Evidence of regional structural controls on vent distribution: Springerville volcanic field, Arizona. J Geophys Res 97:349–359
Connor CB, Hill BE (1995) Three nonhomogeneous Poisson models for the probability of basaltic volcanism: application to the Yucca Mountain region, Nevada. J Geophys Res 100:10107–10125
Connor CB, Sparks RSJ, Mason RM, Bonadonna C, Young SR (2003) Exploring links between physical and probabilistic models of volcanic eruptions: The Soufriere Hills volcano, Montserrat. Geophys Res Lett 30:1701
Connor CB, Stamatakos JA, Ferrill DA, Hill BE, Ofoegbu GI, Conway FM, Sagar B, Trapp J (2000) Geologic factors controlling patterns of small‐volume basaltic volcanism: Application to a volcanic hazards assessment at Yucca Mountain, Nevada. J Geophys Res 105:417–432
Conway FM, Connor CB, Hill BE, Condit CD, Mullaney K, Hall CM (1998) Recurrence rates of basaltic volcanism in SP cluster, San Francisco volcanic field, Arizona. Geology 26:655–658
Crandell DR, Mullineaux DR, Rubin M (1975) Mount St. Helens volcano: Recent and future behaviour. Science 187:438–441
Cronin S, Bebbington M, Lai CD (2001) A probabilistic assessment of eruption recurrence on Taveuni volcano, Fiji. Bull Volcanol 63:274–288
Crowe BM, Johnson ME, Beckman RJ (1982) Calculation of the probability of volcanic disruption of a high-level radioactive waste repository within southern Nevada, USA. Radioact Waste Manag 3:167–190
Crowe BM, Wallmann P, Bowker LM (1998) Probabilistic modeling of volcanism data: Final volcanic hazard studies for the Yucca Mountain site. In: Perry FV et al. (eds) Volcanism Studies: Final Report for the Yucca Mountain project. Los Alamos National Laboratory Report LA-13478, Los Alamos National Laboratory, Los Alamos, 415 pp
Decker RW (1986) Forecasting volcanic eruptions. Ann Rev Earth Planet Sci 14:267–291
De la Cruz-Reyna S (1991) Poisson‐distributed patterns of explosive eruptive activity. Bull Volcanol 54:57–67
De la Cruz-Reyna S (1993) Random patterns of occurrence of explosive eruptions at Colima vulcano, Mexico. J Volcanol Geotherm Res 55:51–68
De la Cruz-Reyna S, Carrasco‐Nunez G (2002) Probabilistic hazard analysis of Citlaltepetl (Pico de Orizaba) volcano, eastern Mexican volcanic belt. J Volcanol Geotherm Res 113:307–318
Dubois J, Cheminee JL (1991) Fractal analysis of eruptive activity of some basaltic volcanoes. J Volcanol Geotherm Res 45:197–208
Eliasson J, Larsen G, Gudmundsson MT, Sigmundsson F (2006) Probabilistic model for eruptions and associated flood events in the Katla caldera, Iceland. Comput Geosci 10:179–200
Gasperini P, Gresta S, Mulargia F (1990) Statistical analysis of seismic and eruptive activities at Mt. Etna during 1978–1987. J Volcanol Geotherm Res 40:317–325
Geomatrix Consultants (1996) Probabilistic volcanic hazard analysis for Yucca Mountain, Nevada. Report BA0000000‐1717-220-00082. Geomatrix Consultants, San Francisco
Godano C, Civetta L (1996) Multifractal analysis of Vesuvius volcano eruptions. Geophys Res Lett 23:1167–1170
Gusev AA, Ponomareva VV, Braitseva OA, Melekestsev IV, Sulerzhitsky LD (2003) Great explosive eruptions on Kamchatka during the last 10,000 years: Self‐similar irregularity of the output of volcanic products. J Geophys Res 108(B2):2126
Guttorp P, Thompson ML (1991) Estimating second‐order parameters of volcanicity from historical data. J Amer Statist Assoc 86:578–583
Ho CH (1990) Bayesian analysis of volcanic eruptions. J Volcanol Geotherm Res 43:91–98
Ho CH (1991) Nonhomogeneous Poisson model for volcanic eruptions. Math Geol 23:167–173
Ho CH (1992) Risk assessment for the Yucca Mountain high-level nuclear waste repository site: Estimation of volcanic disruption. Math Geol 24:347–364
Ho CH (1992) Statistical control chart for regime identification in volcanic time‐series. Math Geol 24:775–787
Ho CH (1995) Sensitivity in volcanic hazard assessment for the Yucca Mountain high-level nuclear waste repository site: The model and the data. Math Geol 27:239–258
Ho CH, Smith EI (1997) Volcanic hazard assessment incorporating expert knowledge: application to the Yucca Mountain region, Nevada, USA. Math Geol 29:615–627
Ho CH, Smith EI (1998) A spatial‐temporal/3-D model for volcanic hazard assessment: application to the Yucca Mountain region, Nevada. Math Geol 30:497–510
Ho CH, Smith EI, Feuerbach DL, Naumann TR (1991) Eruptive probability calculation for the Yucca Mountain site, USA: Statistical estimation of recurrence rates. Bull Volcanol 54:50–56
Jaquet O, Low S, Martinelli B, Dietrich V, Gilby D (2000) Estimation of volcanic hazards based on Cox stochastic processes. Phys Chem Earth (A) 25:571–579
Jupp TE, Pyle DM, Mason BG, Dade WB (2004) A statistical model for the timing of earthquakes and volcanic eruptions influenced by periodic processes. J Geophys Res 109:B02206
Klein FW (1982) Patterns of historical eruptions at Hawaiian volcanoes. J Volcanol Geotherm Res 12:1–35
Klein FW (1984) Eruption forecasting at Kilauea Volcano, Hawaii. J Geophys Res 89:3059–3073
Linde AT, Sacks IS (1998) Triggering of volcanic eruptions. Nature 395:888–890
Lockwood JP (1995) Mauna Loa eruptive history – the preliminary radiocarbon record, Hawai`i. In: Rhodes JM, Lockwood JP (eds) Mauna Loa Revealed: Structure, Composition, History, and Hazards. American Geophysical Union Monograph, vol 92. American Geophysical Union, Washington DC, pp 81–94
Lutz TM (1986) An analysis of the orientation of large-scale crustal structures: A statistical approach based on areal distributions of pointlike features. J Geophys Res 91:421–434
Lutz TM, Gutmann JT (1995) An improved method for determining and characterizing alignments of pointlike features and its immplications for the Pinacate volcanic field, Sonora, Mexico. J Geophys Res 100:17659–17670
Magill CR, McAneney KJ, Smith IEM (2005) Probabilistic assessment of vent locations for the next Auckland volcanic field event. Math Geol 37:227–242
Martin AJ, Umeda K, Connor CB, Weller JN, Zhao D, Takahashi M (2004) Modeling long-term volcanic hazards through Bayesian inference: An example from the Tohoku volcanic arc, Japan. J Geophys Res 109:B10208
Martin DP, Rose WI (1981) Behavioral patterns of Fuego volcano, Guatemala. J Volcanol Geotherm Res 10:67–81
Marzocchi W (1996) Chaos and stochasticity in volcanic eruptions the case of Mount Etna and Vesuvius. J Volcanol Geotherm Res 70:205–212
Marzocchi W (2002) Remote seimic influence on large explosive eruptions. J Geophys Res 107:2018. doi:10.1029/2001JB000307
Marzocchi W, Sandri L, Gasparini P, Newhall C, Boschi E (2004) Quantifying probabilities of volcanic events: The example of volcanic hazard at Mount Vesuvius. J Geophys Res 109:B11201
Marzocchi W, Scandone R, Mulargia F (1993) The tectonic setting of Mount Vesuvius and the correlation between its eruptions and the earthquakes of the southern Apennines. J Volcanol Geotherm Res 58:27–41
Marzocchi W, Zaccarelli L (2006) A quantitative model for the time-size distribution of eruptions. J Geophys Res 111:B04204
Marzocchi W, Zaccarelli L, Boschi E (2004) Phenomenological evidence in favor of a remote seimic coupling for large volcanic eruptions. Geophys Res Lett 31:L04601
Mason BG, Pyle DM, Dade WB, Jupp T (2004) Seasonality of volcanic eruptions. J Geophys Res 109:B04206
Mauk FJ, Johnston MJS (1973) On the triggering of volcanic erutpions by earth tides. J Geophys Res 78:3356–3362
Medina Martinez F (1983) Analysis of the eruptive history of the Volcan de Colima, Mexico (1560–1980). Geof Int 22:157–178
Mulargia F (1992) Time association between series of geophysical events. Phys Earth Plan Int 71:147–153
Mulargia F, Gasperini P, Tinti S (1987) Identifying regimes in eruptive activity: An application to Etna volcano. J Volcanol Geotherm Res 34:89–106
Mulargia F, Marzocchi W, Gasperini P (1992) Statistical identification of physical patterns which accompany eruptive activity on Mount Etna, Sicily. J Volcanol Geotherm Res 53:289–296
Mulargia F, Tinti S, Boschi E (1985) A statistical analysis of flank eruptions on Etna volcano. J Volcanol Geotherm Res 23:263–272
Newhall CG, Self S (1982) The volcanic explosivity index (VEI): An estimate of explosive magnitude for historical volcanism. J Geophys Res 87:1231–1238
Nishi Y, Inoue M, Tnaka T, Murai M (2001) Analysis of time sequences of explosive volcanic eruptions of Sakurajima. J Phys Soc Japan 70:1422–1428
Nostro C, Stein RS, Cocco M, Belardinelli ME, Marzocchi W (1998) Two-way coupling between Vesuvius eruptions and southern Apennine earthquakes, Italy, by elastic stress transfer. J Geophys Res 103:24487–24504
Pyle DM (1998) Forecasting sizes and repose times of future extreme volcanic events. Geology 26:367–370
Reyment RA (1969) Statistical analysis of some volcanologic data regarded as series of point events. Pure Appl Geophys 74:57–77
Salvi F, Scandone R, Palma C (2006) Statistical analysis of the historical activity of Mount Etna, aimed at the evaluation of volcanic hazard. J Volcanol Geotherm Res 154:159–168
Sandri L, Marzocchi W, Gasperini P (2005) Some insights on the occurrence of recent volcanic eruptions of Mount Etna volcano (Sicily, Italy). Geophys J Int 163:1203–1218
Santacroce R (1983) A general model for the behaviour of the Somma-Vesuvius volcanic complex. J Volcanol Geotherm Res 17:237–248
Scandone R, Arganese G, Galdi F (1993) The evaluation of volcanic risk in the Vesuvian area. J Volcanol Geotherm Res 58:263–271
Scandone R, Giacomelli L, Gasparini P (1993) Mount Vesuvius: 2000 years of volcanological observations. J Volcanol Geotherm Res 58:5–25
Settle M, McGetchin TR (1980) Statistical analysis of persistent explosive activity at Stromboli, 1971: Implications for eruption prediction. J Volcanol Geotherm Res 8:45–58
Sharp ADL, Lombardo G, David PM (1981) Correlation between eruptions of Mount Etna, Sicily, and regional earthquakes as seen in historical records from AD 1582. Geophys J R astr Soc 65:507–523
Sheridan MF (1992) A Monte Carlo technique to estimate the probability of volcanic dikes. In: High-Level Radioactive Waste Management: Proceedings of the Third Annual International Conference, Las Vegas, April 12–16, 1992. American Nuclear Society, La Grange Park, pp 2033–2038
Shimazaki K, Nakata T (1980) Time‐predictable recurrence model for large earthquakes. Geophys Res Lett 7:279–282
Siebert L, Simkin T (2002) Volcanoes of the World: an Illustrated Catalog of Holocene Volcanoes and their Eruptions, Smithsonian Institution, Global Volcanism Program Digital Information Series, GVP-3. http://www.volcano.si.edu/world/. Accessed 20 Jun 2008
Simkin T (1993) Terrestrial volcanism in space and time. Ann Rev Earth Panet Sci 21:427–452
Simkin T (1994) Distant effects of volcanism – how big and how often? Science 264:913–914
Smith EI, Keenan DL, Plank T (2002) Episodic volcanism and hot mantle: Implications for volcanic hazard studies at the proposed nuclear waste repository at Yucca Mountain, Nevada. GSA Today April 2002:4–9
Solow AR (1993) Estimating record inclusion probability. The Amer Statist 47:206–208
Solow AR (2001) An empirical Bayes analysis of volcanic eruptions. Math Geol 33:95–102
Sornette A, Dubois J, Cheminee JL, Sornette D (1991) Are sequences of volcanic eruptions deterministically chaotic? J Geophys Res 96:11931–11945
Stothers RB (1989) Seasonal variations of volcanic eruption frequencies. Geophys Res Lett 16:453–455
Takada A (1997) Cyclic flank-vent and central‐vent eruption patterns. Bull Volcanol 58:539–556
Telesca L, Cuomo V, Lapenna V, Macchiato M (2002) Time‐clustering analysis of volcanic occurrence sequences. Phys Earth Planet Int 131:47–62
Telesca L, Lapenna V (2005) Identifying features in time‐occurrence sequences of volcanic eruptions. Environmentrics 16:181–190 58
Thorlaksson JE (1967) A probability model of volcanoes and the probability of eruptions of Hekla and Katla. Bull Volcanol 31:97–106
Turner M, Cronin S, Bebbington M, Platz T (2008) Developing a probabilistic eruption forecast for dormant volcanos; a case study from Mt Taranaki, New Zealand. Bull Volcanol 70:507–515
Turner M, Cronin S, Smith I, Bebbington M, Stewart RB (2008) Using titanomagnetite textures to elucidate volcanic eruption histories. Geology 36:31–34
Vere-Jones D (1992) Statistical methods for the description and display of earthquake catalogs. In: Walden AT, Guttorp P (eds) Statistics in the Environmental and Earth Sciences, Edward Arnold, London, pp 220–246
Vere-Jones D, Ozaki T (1982) Some examples of statistical estimation applied to earthquake data. Ann Inst Statist Math 34:189–207
Voight B (1988) A method for prediction of volcanic eruptions. Nature 332:125–130
Wadge G (1982) Steady state volcanism: Evidence from eruption histories of polygenetic volcanoes. J Geophys Res 87:4035–4049
Wadge G, Cross A (1988) Quantitative methods for detecting aligned points: An application to the volcanic vents of the Michoacan–Guanajuato volcanic field, Mexico. Geology 16:815–818
Wadge G, Guest JE (1981) Steady‐state magma discharge at Etna 1971–1981. Nature 294:548–550
Wadge G, Walker WPL, Guest JE (1975) The output of Etna volcano. Nature 255:385–387
Wickman FE (1966) Repose‐period patterns of volcanoes. I. Volcanic eruptions regarded as random phenomena. Arch Mineral Geol 4:291–367
Wickman FE (1966) Repose‐period patterns of volcanoes. V. General discussion and a tentative stochastic model. Arch Mineral Geol 4:351–367
Wickman FE (1976) Markov models of repose‐period patterns of volcanoes. In: Merriam DF (ed) Random Processes in Geology. Springer, New York, pp 135–161
Young PC (2006) New approaches to volcanic time‐series analsyis. In Mader HM, Coles SG, Connor CB, Connor LJ (eds) Statistics in Volcanology. Geological Society of London, London, pp 143–160
Books and Reviews
Guttorp P (1995) Stochastic Modeling of Scientific Data, Chapman and Hall, London
Hill DP, Pollitz FP, Newhall C (2002) Earthquake‐volcano interactions. Phys Today 55:41–47
Lindsay JK (2004) Statistical Analysis of Stochastic Processes in Time. Cambridge University Press, Cambridge
Karr AF (1991) Point Processes and Their Statistical Inference, 2nd edn. Marcel Dekker, New York
Mader HM, Coles SG, Connor CB, Connor LJ (eds) (2006) Statistics in Volcanology. Geological Society of London, London
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Bebbington, M.S. (2011). Volcanic Eruptions: Stochastic Models of Occurrence Patterns. In: Meyers, R. (eds) Extreme Environmental Events. Springer, New York, NY. https://doi.org/10.1007/978-1-4419-7695-6_57
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