5 citations · 9 across the 2 of their papers we have counts for
2 papers
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…
cs.LG2020★ 5 cited
Learning Poisson systems and trajectories of autonomous systems via Poisson neural networks
Pengzhan Jin, Zhen Zhang, Ioannis G. Kevrekidis +1
We propose the Poisson neural networks (PNNs) to learn Poisson systems and trajectories of autonomous systems from data. Based on the Darboux-Lie theorem, the phase flow of a Poiss…