A prominent feature of earthquakes is their empirical laws, including memory (clustering) in time and space. Several earthquake forecasting models, such as the epidemic-type aftershock sequence (ETAS) model, were developed based on these empirical laws. Yet, a recent study [1] showed that the ETAS model fails to reproduce the significant long-term memory characteristics found in real earthquake catalogs. Here we modify and generalize the ETAS model to include short- and long-term triggering mechanisms, to account for the short- and long-time memory (exponents) discovered in the data. Our generalized ETAS model accurately reproduces the short- and long-term/distance memory observed in the Italian and Southern Californian earthquake catalogs. The revised ETAS model is also found to improve earthquake forecasting after large shocks.

Improved earthquake aftershocks forecasting model based on long-term memory / Zhang, Y.; Zhou, D.; Fan, J.; Marzocchi, W.; Ashkenazy, Y.; Havlin, S.. - In: NEW JOURNAL OF PHYSICS. - ISSN 1367-2630. - 23:4(2021), p. 042001. [10.1088/1367-2630/abeb46]

Improved earthquake aftershocks forecasting model based on long-term memory

Marzocchi W.;
2021

Abstract

A prominent feature of earthquakes is their empirical laws, including memory (clustering) in time and space. Several earthquake forecasting models, such as the epidemic-type aftershock sequence (ETAS) model, were developed based on these empirical laws. Yet, a recent study [1] showed that the ETAS model fails to reproduce the significant long-term memory characteristics found in real earthquake catalogs. Here we modify and generalize the ETAS model to include short- and long-term triggering mechanisms, to account for the short- and long-time memory (exponents) discovered in the data. Our generalized ETAS model accurately reproduces the short- and long-term/distance memory observed in the Italian and Southern Californian earthquake catalogs. The revised ETAS model is also found to improve earthquake forecasting after large shocks.
2021
Improved earthquake aftershocks forecasting model based on long-term memory / Zhang, Y.; Zhou, D.; Fan, J.; Marzocchi, W.; Ashkenazy, Y.; Havlin, S.. - In: NEW JOURNAL OF PHYSICS. - ISSN 1367-2630. - 23:4(2021), p. 042001. [10.1088/1367-2630/abeb46]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/856219
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