3 citations · 4 across the 3 of their papers we have counts for
3 papers
NeuralPDR: Neural Differential Equations as surrogate models for Photodissociation Regions
Gijs Vermariën, Thomas G. Bisbas, Serena Viti +3
Computational astrochemical models are essential for helping us interpret and understand the observations of different astrophysical environments. In the age of high-resolution tel…
3D-PDR Orion dataset and NeuralPDR: Neural Differential Equations for Photodissociation Regions
Gijs Vermariën, Serena Viti, Rahul Ravichandran +1
We present a novel dataset of simulations of the photodissociation region (PDR) in the Orion Bar and provide benchmarks of emulators for the dataset. Numerical models of PDRs are c…
A statistical and machine learning approach to the study of astrochemistry
Johannes Heyl, Serena Viti, Gijs Vermariën
In order to obtain a good understanding of astrochemistry, it is crucial to better understand the key parameters that govern grain-surface chemistry. For many chemical networks, th…