58 citations · 239 across the 11 of their papers we have counts for
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cs.CE2021
Data-driven Coarse-grained Modeling of Non-equilibrium Systems
Shu Wang, Zhan Ma, Wenxiao Pan
Modeling a high-dimensional Hamiltonian system in reduced dimensions with respect to coarse-grained (CG) variables can greatly reduce computational cost and enable efficient bottom…
cs.CE2021
Transfer Learning of Memory Kernels in Coarse-grained Modeling
Zhan Ma, Shu Wang, Minhee Kim +3
The present work concerns the transferability of coarse-grained (CG) modeling in reproducing the dynamic properties of the reference atomistic systems across a range of parameters.…
cs.CE2021★ 26 cited
Data-driven nonintrusive reduced order modeling for dynamical systems with moving boundaries using Gaussian process regression
Zhan Ma, Wenxiao Pan
We present a data-driven nonintrusive model order reduction method for dynamical systems with moving boundaries. The proposed method draws on the proper orthogonal decomposition, G…