Articles | Volume 21, issue 11
https://doi.org/10.5194/nhess-21-3509-2021
https://doi.org/10.5194/nhess-21-3509-2021
Research article
 | 
18 Nov 2021
Research article |  | 18 Nov 2021

A unified probabilistic framework for volcanic hazard and eruption forecasting

Warner Marzocchi, Jacopo Selva, and Thomas H. Jordan

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Cited articles

Abrahamson, N. A. and Bommer, J. J.: Probability and uncertainty in seismic hazard analysis, Earthq. Spectra, 21, 603–607, 2005. 
Aspinall, W. P., Woo, G., Voight, B., and Baxter, P.: Evidence-based volcanology: application to eruption crises, J. Volcanol. Geoth. Res., 128, 273–285, 2003. 
Bayarri, M. J. and Berger, J. O.: The interplay of Bayesian and frequentist analysis, Stat. Sci., 19, 58–80, 2004. 
Bear-Crozier, N., Miller, V., Newey, V., Horspool, N., and Weber, R.: Probabilistic Volcanic Ash Hazard Analysis (PVAHA) I: development of the VAPAH tool for emulating multi-scale volcanic ash fall analysis, J. Appl. Volcanol., 5, 3, 2016. 
Bebbington, M.: Trends and clustering in the onsets of volcanic eruptions, J. Geophys. Res., 115, B01203, 2010. 
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Short summary
Eruption forecasting and volcanic hazard analysis are pervaded by uncertainty of different kinds, such as the natural randomness, our lack of knowledge, and the so-called unknown unknowns. After discussing the limits of how classical probabilistic frameworks handle these uncertainties, we put forward a unified probabilistic framework which unambiguously defines uncertainty of different kinds, and it allows scientific validation of the hazard model against independent observations.
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