19 citations · 31 across the 4 of their papers we have counts for
4 papers
Connecting Microseismicity to Lithology via a Model of Slip Avalanches
Ethan A. Mullen, Yanbo Wang, Jordan J. Sickle +4
Fluid injection into the earth's crust can induce small and frequent earthquakes in the subsurface. Predicting their sizes and temporal occurrences via statistical analysis is cruc…
Interpreting and generalizing deep learning in physics-based problems with functional linear models
Amirhossein Arzani, Lingxiao Yuan, Pania Newell +1
Although deep learning has achieved remarkable success in various scientific machine learning applications, its opaque nature poses concerns regarding interpretability and generali…
Determining parameters in generalized thermomechanics for metamaterials by means of asymptotic homogenization
Bozo Vazic, Bilen Emek Abali, Pania Newell
Advancement in manufacturing methods enable designing so called metamaterials with a tailor-made microstructure. Microstructure affects materials response within a length-scale, wh…
Machine Learning in Heterogeneous Porous Materials
Marta D'Elia, Hang Deng, Cedric Fraces +21
The "Workshop on Machine learning in heterogeneous porous materials" brought together international scientific communities of applied mathematics, porous media, and material scienc…