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Found 5 papers, 0 papers with code
A Comprehensive Review of Latent Space Dynamics Identification Algorithms for Intrusive and Non-Intrusive Reduced-Order-Modeling
Numerical solvers of partial differential equations (PDEs) have been widely employed for simulating physical systems.
tLaSDI: Thermodynamics-informed latent space dynamics identification
We propose a latent space dynamics identification method, namely tLaSDI, that embeds the first and second principles of thermodynamics.
AdjointBackMapV2: Precise Reconstruction of Arbitrary CNN Unit's Activation via Adjoint Operators
Adjoint operators have been found to be effective in the exploration of CNN's inner workings [1].
Iterative Oversampling Technique for Constraint Energy Minimizing Generalized Multiscale Finite Element Method in the Mixed Formulation
The iterative procedure starts with the construction of an energy minimizing snapshot space that can be used for approximating the solution of the model problem.
Numerical Analysis Numerical Analysis
Deep Multiscale Model Learning
Numerical results show that using deep learning and multiscale models, we can improve the forward models, which are conditioned to the available data.
