93 citations · 165 across the 7 of their papers we have counts for
7 papers
Technical overview and architecture of the FastNet Machine Learning weather prediction model, version 1.0
Eric G. Daub, Tom Dunstan, Thusal Bennett +30
We present FastNet version 1.0, a data-driven medium range numerical weather prediction (NWP) model based on a Graph Neural Network architecture, developed jointly between the Alan…
FastNet: Improving the physical consistency of machine-learning weather prediction models through loss function design
Tom Dunstan, Oliver Strickson, Thusal Bennett +31
Machine learning weather prediction (MLWP) models have demonstrated remarkable potential in delivering accurate forecasts at significantly reduced computational cost compared to tr…
Machine Learning Approach to Earthquake Rupture Dynamics
Sabber Ahamed, Eric G. Daub
Simulating dynamic rupture propagation is challenging due to the uncertainties involved in the underlying physics of fault slip, stress conditions, and frictional properties of the…
Recurrence Statistics of Great Earthquakes
E. Ben-Naim, E. G. Daub, P. A. Johnson
We investigate the sequence of great earthquakes over the past century. To examine whether the earthquake record includes temporal clustering, we identify aftershocks and remove th…
Are megaquakes clustered?
Eric G. Daub, Eli Ben-Naim, Robert A. Guyer +1
We study statistical properties of the number of large earthquakes over the past century. We analyze the cumulative distribution of the number of earthquakes with magnitude larger…
Rate dependent shear bands in a shear transformation zone model of amorphous solids
M. L. Manning, E. G. Daub, J. S. Langer +1
We use Shear Transformation Zone (STZ) theory to develop a deformation map for amorphous solids as a function of the imposed shear rate and initial material preparation. The STZ fo…
Shear strain localization in elastodynamic rupture simulations
Eric G. Daub, M. Lisa Manning, Jean M. Carlson
We study strain localization as an enhanced velocity weakening mechanism on earthquake faults. Fault friction is modeled using Shear Transformation Zone (STZ) Theory, a microscopic…