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Data-assisted reduced-order modeling of extreme events in complex dynamical systems.
PLoS One. 2018 May 24;13(5):e0197704. doi: 10.1371/journal.pone.0197704. eCollection 2018.
PLoS One. 2018.
PMID: 29795631
Free PMC article.
Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics.
Vlachas PR, Pathak J, Hunt BR, Sapsis TP, Girvan M, Ott E, Koumoutsakos P.
Vlachas PR, et al.
Neural Netw. 2020 Jun;126:191-217. doi: 10.1016/j.neunet.2020.02.016. Epub 2020 Mar 21.
Neural Netw. 2020.
PMID: 32248008
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Data-driven forecasting of high-dimensional chaotic systems with long short-term memory networks.
Vlachas PR, Byeon W, Wan ZY, Sapsis TP, Koumoutsakos P.
Vlachas PR, et al.
Proc Math Phys Eng Sci. 2018 May;474(2213):20170844. doi: 10.1098/rspa.2017.0844. Epub 2018 May 23.
Proc Math Phys Eng Sci. 2018.
PMID: 29887750
Free PMC article.
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Accelerated Simulations of Molecular Systems through Learning of Effective Dynamics.
Vlachas PR, Zavadlav J, Praprotnik M, Koumoutsakos P.
Vlachas PR, et al.
J Chem Theory Comput. 2022 Jan 11;18(1):538-549. doi: 10.1021/acs.jctc.1c00809. Epub 2021 Dec 10.
J Chem Theory Comput. 2022.
PMID: 34890204
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