Multiscale Simulations of Complex Systems by Learning their Effective
Dynamics

Multiscale Simulations of Complex Systems by Learning their Effective Dynamics

24 June 2020

Pantelis R. Vlachas

Petros Koumoutsakos

Papers citing "Multiscale Simulations of Complex Systems by Learning their Effective Dynamics"

14 / 14 papers shown

Title
PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems Bocheng Zeng Qi Wang Ming Yan Yang Liu Ruizhi Chengze Yi Zhang Hongsheng Liu Zidong Wang Hao Sun AI4CE 188 4 0 02 Oct 2024
Accelerated Simulations of Molecular Systems through Learning of their Effective Dynamics Pantelis R. Vlachas Julija Zavadlav M. Praprotnik Petros Koumoutsakos AI4CE 46 3 0 17 Feb 2021
Deep learning to discover and predict dynamics on an inertial manifold Alec J. Linot M. Graham AI4CE 31 75 0 20 Dec 2019
Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal Dynamics Pantelis R. Vlachas Jaideep Pathak Brian R. Hunt T. Sapsis M. Girvan Edward Ott Petros Koumoutsakos AI4TS 61 390 0 09 Oct 2019
Coarse-scale PDEs from fine-scale observations via machine learning Seungjoon Lee M. Kooshkbaghi K. Spiliotis Constantinos Siettos Ioannis G. Kevrekidis DiffM AI4CE 36 81 0 12 Sep 2019
Modeling the Dynamics of PDE Systems with Physics-Constrained Deep Auto-Regressive Networks N. Geneva N. Zabaras AI4CE 59 274 0 13 Jun 2019
Machine Learning for Fluid Mechanics Steven Brunton B. R. Noack Petros Koumoutsakos AI4CE PINN 84 2,117 0 27 May 2019
Deep convolutional recurrent autoencoders for learning low-dimensional feature dynamics of fluid systems F. J. Gonzalez Maciej Balajewicz AI4CE 118 139 0 03 Aug 2018
Transferable neural networks for enhanced sampling of protein dynamics Mohammad M. Sultan H. Wayment-Steele Vijay S. Pande DRL 55 101 0 02 Jan 2018
Deep learning for universal linear embeddings of nonlinear dynamics Bethany Lusch J. Nathan Kutz Steven L. Brunton 71 1,250 0 27 Dec 2017
Variational Encoding of Complex Dynamics Carlos X. Hernández H. Wayment-Steele Mohammad M. Sultan B. Husic Vijay S. Pande AI4CE 61 140 0 23 Nov 2017
Time-lagged autoencoders: Deep learning of slow collective variables for molecular kinetics C. Wehmeyer Frank Noé AI4CE BDL 148 360 0 30 Oct 2017
A Recurrent Latent Variable Model for Sequential Data Junyoung Chung Kyle Kastner Laurent Dinh Kratarth Goel Aaron Courville Yoshua Bengio DRL BDL 84 1,259 0 07 Jun 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014