Intermittent criticality multi‐scale processes leading to large slip events on rough laboratory faults

G Kwiatek, P Martínez‐Garzón, T Goebel… - Journal of …, 2024 - Wiley Online Library
We discuss data of three laboratory stick‐slip experiments on Westerly Granite samples
performed at elevated confining pressure and constant displacement rate on rough fracture …

Empowering machine learning forecasting of labquake using event‐based features and clustering characteristics

S Karimpouli, G Kwiatek, Y Ben‐Zion… - Journal of …, 2024 - Wiley Online Library
Following recent advances of machine learning (ML), we present a novel approach to
extract spatiotemporal seismo‐mechanical features from Acoustic Emission (AE) catalogs to …

Probing the Evolution of Fault Properties During the Seismic Cycle with Deep Learning

L Laurenti, G Paoletti, E Tinti, F Galasso, C Collettini… - 2024 - researchsquare.com
We use seismic waves that pass through the hypocentral region of the 2016 M6. 5 Norcia
earthquake together with Deep Learning (DL) to distinguish between foreshocks …