4 citations · 4 across the 2 of their papers we have counts for
2 papers
cond-mat.mtrl-sci2022
Effective Data Sampling Strategies and Boundary Condition Constraints of Physics-Informed Neural Networks for Identifying Material Properties in Solid Mechanics
Wensi Wu, Mitchell Daneker, Matthew A. Jolley +2
Material identification is critical for understanding the relationship between mechanical properties and the associated mechanical functions. However, material identification is a…
q-bio.QM2022★ 4 cited
Systems Biology: Identifiability analysis and parameter identification via systems-biology informed neural networks
Mitchell Daneker, Zhen Zhang, George Em Karniadakis +1
The dynamics of systems biological processes are usually modeled by a system of ordinary differential equations (ODEs) with many unknown parameters that need to be inferred from no…