Hierarchical deep learning of multiscale differential equation time-steppers Y Liu, JN Kutz, SL Brunton Philosophical Transactions of the Royal Society A 380 (2229), 20210200, 2022 | 76 | 2022 |
Multiresolution convolutional autoencoders Y Liu, C Ponce, SL Brunton, JN Kutz Journal of Computational Physics 474, 111801, 2023 | 32 | 2023 |
PyNumDiff: A Python package for numerical differentiation of noisy time-series data F Van Breugel, Y Liu, BW Brunton, JN Kutz Journal of open source software 7 (71), 2022 | 15 | 2022 |
Physics-informed neural ODE (PINODE): embedding physics into models using collocation points A Sholokhov, Y Liu, H Mansour, S Nabi Scientific Reports 13 (1), 10166, 2023 | 6 | 2023 |
Physics-informed koopman network Y Liu, A Sholokhov, H Mansour, S Nabi arXiv preprint arXiv:2211.09419, 2022 | 2 | 2022 |