Non-intrusive reduced order modeling of natural convection in porous
media using convolutional autoencoders: comparison with linear subspace
techniques

Non-intrusive reduced order modeling of natural convection in porous media using convolutional autoencoders: comparison with linear subspace techniques

23 July 2021

Daniel O’Malley

Papers citing "Non-intrusive reduced order modeling of natural convection in porous media using convolutional autoencoders: comparison with linear subspace techniques"

19 / 19 papers shown

Title
System stabilization with policy optimization on unstable latent manifolds Steffen W. R. Werner Benjamin Peherstorfer 30 1 0 08 Jul 2024
Reduced-order modeling for parameterized PDEs via implicit neural representations Tianshu Wen Kookjin Lee Youngsoo Choi AI4CE 50 5 0 28 Nov 2023
Weak-Form Latent Space Dynamics Identification April Tran Xiaolong He Daniel Messenger Youngsoo Choi David M. Bortz 41 7 0 20 Nov 2023
Online Two-stage Thermal History Prediction Method for Metal Additive Manufacturing of Thin Walls Yifan Tang M. Rahmani Dehaghani Pouyan Sajadi S. B. Balani Akshay Dhalpe Suraj Panicker Di Wu E. Coatanéa G. G. Wang AI4CE 14 0 0 24 Oct 2023
Efficient machine-learning surrogates for large-scale geological carbon and energy storage T. Kadeethum Stephen J Verzi Hongkyu Yoon AI4CE 22 2 0 11 Oct 2023
Progressive reduced order modeling: empowering data-driven modeling with selective knowledge transfer T. Kadeethum Daniel O’Malley Youngsoo Choi Hari S. Viswanathan Hongkyu Yoon AI4CE 23 1 0 04 Oct 2023
Data-driven Nonlinear Parametric Model Order Reduction Framework using Deep Hierarchical Variational Autoencoder Sihun Lee Sangmin Lee Ki-Hyun Jang Haeseong Cho Sang-Joon Shin 13 6 0 10 Jul 2023
Symplectic model reduction of Hamiltonian systems using data-driven quadratic manifolds Harsh Sharma Hongliang Mu Patrick Buchfink R. Geelen Silke Glas Boris Kramer 23 28 0 24 May 2023
Certified data-driven physics-informed greedy auto-encoder simulator Xiaolong He Youngsoo Choi William D. Fries Jonathan Belof Jiun-Shyan Chen AI4CE 11 2 0 24 Nov 2022
Enhancing Dynamic Mode Decomposition Workflow with In-Situ Visualization and Data Compression Gabriel F. Barros Malú Grave J. Camata A. Coutinho AI4CE 35 3 0 16 Aug 2022
$$\textit{FastSVD-ML-ROM}$: A Reduced-Order Modeling Framework based on Machine Learning for Real-Time Applications$ $\textit{FastSVD-ML-ROM}$ : A Reduced-Order Modeling Framework based on Machine Learning for Real-Time Applications G. Drakoulas T. Gortsas G. Bourantas V. Burganos D. Polyzos AI4CE 11 15 0 24 Jul 2022
AI-enhanced iterative solvers for accelerating the solution of large scale parametrized systems Stefanos Nikolopoulos I. Kalogeris V. Papadopoulos G. Stavroulakis 24 11 0 06 Jul 2022
Physics-aware Reduced-order Modeling of Transonic Flow via $β$ -Variational Autoencoder Yu-Eop Kang Sunwoong Yang K. Yee DRL AI4CE 19 25 0 02 May 2022
Thermodynamically Consistent Machine-Learned Internal State Variable Approach for Data-Driven Modeling of Path-Dependent Materials Xiaolong He Jiun-Shyan Chen AI4CE 40 48 0 01 May 2022
gLaSDI: Parametric Physics-informed Greedy Latent Space Dynamics Identification Xiaolong He Youngsoo Choi William D. Fries Jonathan Belof Jiun-Shyan Chen AI4CE 19 36 0 26 Apr 2022
An AI-based Domain-Decomposition Non-Intrusive Reduced-Order Model for Extended Domains applied to Multiphase Flow in Pipes Claire E. Heaney Zef Wolffs Jón Atli Tómasson L. Kahouadji P. Salinas A. Nicolle Omar K. Matar Ionel M. Navon N. Srinil Christopher C. Pain AI4CE 29 21 0 13 Feb 2022
Reduced order modeling for flow and transport problems with Barlow Twins self-supervised learning T. Kadeethum F. Ballarin Daniel O’Malley Youngsoo Choi N. Bouklas H. Yoon AI4CE 27 17 0 11 Feb 2022
Non-intrusive reduced order modeling of poroelasticity of heterogeneous media based on a discontinuous Galerkin approximation T. Kadeethum F. Ballarin N. Bouklas AI4CE 53 26 0 28 Jan 2021
An autoencoder-based reduced-order model for eigenvalue problems with application to neutron diffusion Toby R. F. Phillips Claire E. Heaney Paul N. Smith Christopher C. Pain 34 57 0 15 Aug 2020