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Yuying Liu
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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
762022
Multiresolution convolutional autoencoders
Y Liu, C Ponce, SL Brunton, JN Kutz
Journal of Computational Physics 474, 111801, 2023
322023
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
152022
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
62023
Physics-informed koopman network
Y Liu, A Sholokhov, H Mansour, S Nabi
arXiv preprint arXiv:2211.09419, 2022
22022
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