458 citations · 1.4k across the 32 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
physics.comp-ph2020★ 28 cited
A Perspective on Regression and Bayesian Approaches for System Identification of Pattern Formation Dynamics
Zhenlin Wang, Bowei Wu, Krishna Garikipati +1
We present two approaches to system identification, i.e. the identification of partial differential equations (PDEs) from measurement data. The first is a regression-based Variatio…
cs.CE2020★ 39 cited
Variational system identification of the partial differential equations governing microstructure evolution in materials: Inference over sparse and spatially unrelated data
Z. Wang, X. Huan, K. Garikipati
Pattern formation is a widely observed phenomenon in diverse fields including materials physics, developmental biology and ecology, among many others. The physics underlying the pa…