4.7 Article

A Probabilistic View on Rupture Predictability: All Earthquakes Evolve Similarly

Journal

GEOPHYSICAL RESEARCH LETTERS
Volume 49, Issue 13, Pages -

Publisher

AMER GEOPHYSICAL UNION
DOI: 10.1029/2022GL098344

Keywords

earthquake nucleation; variational inference; rupture predictability

Funding

  1. Helmholtz Einstein International Berlin Research School in Data Science

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The duration of ruptures of the largest earthquakes can range from a few seconds to several minutes. Based on our research, early prediction of earthquake size is difficult, as differentiation between differently sized ruptures only occurs once half of the rupture has been observed. The results suggest a universal initiation behavior for small and large ruptures.
Ruptures of the largest earthquakes can last between a few seconds and several minutes. An early assessment of the final earthquake size is essential for early warning systems. However, it is still unclear when in the rupture history this final size can be predicted. Here we introduce a probabilistic view of rupture evolution - how likely is the event to become large - allowing for a clear and well-founded answer with implications for earthquake physics and early warning. We apply our approach to real time magnitude estimation based on either moment rate functions or broadband teleseismic P arrivals. In both cases, we find strong and principled evidence against early rupture predictability because differentiation between differently sized ruptures only occurs once half of the rupture has been observed. Even then, it is impossible to foresee future asperities. Our results hint toward a universal initiation behavior for small and large ruptures.

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