tLaSDI: thermodynamics-informed latent space dynamics identification (Q6588297)

scientific article; zbMATH DE number 7897561

Language	Label	Description	Also known as
English	tLaSDI: thermodynamics-informed latent space dynamics identification	scientific article; zbMATH DE number 7897561

Statements

instance of

scholarly article

0 references

title

tLaSDI: thermodynamics-informed latent space dynamics identification (English)

0 references

0 references

0 references

0 references

0 references

Computer Methods in Applied Mechanics and Engineering

0 references

publication date

15 August 2024

0 references

zbMATH Keywords

thermodynamics

0 references

reduced order modeling

0 references

autoencoder

0 references

error estimates

0 references

nonlinear-manifold ROM

0 references

MaRDI profile type

Publication

0 references

cites work

Automated reverse engineering of nonlinear dynamical systems

0 references

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

0 references

Hidden physics models: machine learning of nonlinear partial differential equations

0 references

Data-driven deep learning of partial differential equations in modal space

0 references

Nonlinear model reduction for the Navier-Stokes equations using residual DEIM method

0 references

POD and CVT-based reduced-order modeling of Navier-Stokes flows

0 references

Space--Time Least-Squares Petrov--Galerkin Projection for Nonlinear Model Reduction

0 references

SNS: A Solution-Based Nonlinear Subspace Method for Time-Dependent Model Order Reduction

0 references

Conservative model reduction for finite-volume models

0 references

Reduced order models for Lagrangian hydrodynamics

0 references

Local Lagrangian reduced-order modeling for the Rayleigh-Taylor instability by solution manifold decomposition

0 references

POD-DEIM based model order reduction for the spherical shallow water equations with Turkel-Zwas finite difference discretization

0 references

POD/DEIM nonlinear model order reduction of an ADI implicit shallow water equations model

0 references

Space-time reduced order model for large-scale linear dynamical systems with application to Boltzmann transport problems

0 references

Dynamic mode decomposition of numerical and experimental data

0 references

LaSDI: parametric latent space dynamics identification

0 references

gLaSDI: parametric physics-informed greedy latent space dynamics identification

0 references

GPLaSDI: Gaussian process-based interpretable latent space dynamics identification through deep autoencoder

0 references

Model reduction of dynamical systems on nonlinear manifolds using deep convolutional autoencoders

0 references

A fast and accurate physics-informed neural network reduced order model with shallow masked autoencoder

0 references

Reducing the Dimensionality of Data with Neural Networks

0 references

Deep learning of thermodynamics-aware reduced-order models from data

0 references

Multiscale modeling of inelastic materials with thermodynamics-based artificial neural networks (TANN)

0 references

Data-driven discovery of coordinates and governing equations

0 references

Approximation by superpositions of a sigmoidal function

0 references

Approximation rates for neural networks with general activation functions

0 references

Structure-preserving neural networks

0 references

Reduced order modeling of parametrized systems through autoencoders and SINDy approach: continuation of periodic solutions

0 references

Structure-preserving integrators for dissipative systems based on reversible– irreversible splitting

0 references

Q5270493

0 references

Identifiers

DOI

10.1016/j.cma.2024.117144

0 references

Mathematics Subject Classification ID

0 references

0 references

0 references

0 references

0 references

Sitelinks

Mathematics(1 entry)

mardi Publication:6588297