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20232025
most citedPINNPStomo: Simultaneous P- and S-wave seismic traveltime tomography using physics-informed neural networks with a new factored eikonal equation

1 citations · 1 across the 4 of their papers we have counts for

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cs.LG2023

An enrichment approach for enhancing the expressivity of neural operators with applications to seismology

Ehsan Haghighat, Umair bin Waheed, George Karniadakis

The Eikonal equation plays a central role in seismic wave propagation and hypocenter localization, a crucial aspect of efficient earthquake early warning systems. Despite recent pr…