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cs.LG2024★ 5 cited
The Weak Form Is Stronger Than You Think
Daniel A. Messenger, April Tran, Vanja Dukic +1
The weak form is a ubiquitous, well-studied, and widely-utilized mathematical tool in modern computational and applied mathematics. In this work we provide a survey of both the his…
cs.CE2024★ 8 cited
Physics-informed active learning with simultaneous weak-form latent space dynamics identification
Xiaolong He, April Tran, David M. Bortz +1
The parametric greedy latent space dynamics identification (gLaSDI) framework has demonstrated promising potential for accurate and efficient modeling of high-dimensional nonlinear…