Pantelis R. Vlachas

Data-assisted reduced-order modeling of extreme events in complex dynamical systems

Zhong Wan, Pantelis R. Vlachas, Petros Koumoutsakos et al. · PLoS ONE · 2018 · 219 citations · Full text

Reduced Order Modeling, Engineering, Machine Learning +16

Multiscale simulations of complex systems by learning their effective dynamics

Pantelis R. Vlachas, Georgios Arampatzis, Caroline Uhler et al. · Nature Machine Intelligence · 2022 · 134 citations

Numerical Analysis, Engineering, Multiscale Analysis +9

Accelerated Simulations of Molecular Systems through Learning of Effective Dynamics

Pantelis R. Vlachas, Julija Zavadlav, Matej Praprotnik et al. · Journal of Chemical Theory and Computation · 2021 · 43 citations

Engineering, Molecular Biology, Computational Chemistry +17

Forecasting of Spatio-temporal Chaotic Dynamics with Recurrent Neural Networks: a comparative study of Reservoir Computing and Backpropagation Algorithms

Pantelis R. Vlachas, Jaideep Pathak, Brian R. Hunt et al. · 2019 · 20 citations

Engineering, Machine Learning, Data Science +14

Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics

Pantelis R. Vlachas, Jaideep Pathak, Brian R. Hunt et al. · Neural Networks · 2020 · 17 citations · Full text

Forecasting Methodology, Engineering, Machine Learning +10