64 citations · 116 across the 2 of their papers we have counts for
2 papers
math.DS2021★ 64 cited
GFINNs: GENERIC Formalism Informed Neural Networks for Deterministic and Stochastic Dynamical Systems
Zhen Zhang, Yeonjong Shin, George Em Karniadakis
We propose the GENERIC formalism informed neural networks (GFINNs) that obey the symmetric degeneracy conditions of the GENERIC formalism. GFINNs comprise two modules, each of whic…
cs.CE2021★ 52 cited
Simulating progressive intramural damage leading to aortic dissection using an operator-regression neural network
Minglang Yin, Ehsan Ban, Bruno V. Rego +4
Aortic dissection progresses via delamination of the medial layer of the wall. Notwithstanding the complexity of this process, insight has been gleaned by studying in vitro and in…