Online Weak-form Sparse Identification of Partial Differential Equations

8 March 2022

Papers citing "Online Weak-form Sparse Identification of Partial Differential Equations"

12 / 12 papers shown

Title
Ensemble WSINDy for Data Driven Discovery of Governing Equations from Laser-based Full-field Measurements Abigail C. Schmid Alireza Doostan Fatemeh Pourahmadian AI4CE 16 2 0 30 Sep 2024
Weak-Form Latent Space Dynamics Identification April Tran Xiaolong He Daniel Messenger Youngsoo Choi David M. Bortz 31 7 0 20 Nov 2023
Coarse-Graining Hamiltonian Systems Using WSINDy Daniel Messenger J. Burby David M. Bortz 36 6 0 09 Oct 2023
Physics-constrained robust learning of open-form partial differential equations from limited and noisy data Mengge Du Yuntian Chen Longfeng Nie Siyu Lou Dong-juan Zhang AI4CE 19 7 0 14 Sep 2023
Streaming Compression of Scientific Data via weak-SINDy Benjamin P. Russo M. P. Laiu Rick Archibald 16 3 0 29 Aug 2023
Direct Estimation of Parameters in ODE Models Using WENDy: Weak-form Estimation of Nonlinear Dynamics David M. Bortz Daniel Messenger Vanja M. Dukic 12 17 0 26 Feb 2023
Benchmarking sparse system identification with low-dimensional chaos A. Kaptanoglu Lanyue Zhang Zachary G. Nicolaou Urban Fasel Steven L. Brunton 32 20 0 04 Feb 2023
Discover governing differential equations from evolving systems Yuan Li K. Wu Jing Liu 21 7 0 19 Jan 2023
Random Feature Models for Learning Interacting Dynamical Systems Yuxuan Liu S. McCalla Hayden Schaeffer 21 12 0 11 Dec 2022
Asymptotic consistency of the WSINDy algorithm in the limit of continuum data Daniel Messenger David M. Bortz 30 13 0 29 Nov 2022
Learning Anisotropic Interaction Rules from Individual Trajectories in a Heterogeneous Cellular Population Daniel Messenger Graycen E. Wheeler X. Liu David M. Bortz 8 18 0 29 Apr 2022
Learning Mean-Field Equations from Particle Data Using WSINDy Daniel Messenger David M. Bortz 22 37 0 14 Oct 2021