Dynamics-guided weighted weak forms plus occurrence and coefficient voting identify PDEs from noisy data more reliably than WeakIdent and WeakSINDy in the tested benchmarks.
Ensemble-sindy: Robust sparse model discovery in the low-data, high-noise limit, with active learning and control
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
math.NA 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Identification of Differential Equations by Dynamics-Guided Weighted Weak Form with Voting
Dynamics-guided weighted weak forms plus occurrence and coefficient voting identify PDEs from noisy data more reliably than WeakIdent and WeakSINDy in the tested benchmarks.