Found 36 Documents (Results 1–36)
A discontinuous Galerkin method based on POD model reduction for Euler equation. (English) Zbl 1543.65166
On principles of emergent organization. (English) Zbl 07880422
Phys. Rep. 1071, 1-47 (2024); corrigendum ibid. 1071, 48-49 (2024).
MORe DWR: space-time goal-oriented error control for incremental POD-based ROM for time-averaged goal functionals. (English) Zbl 07842851
Data-driven reduced-order modelling for blood flow simulations with geometry-informed snapshots. (English) Zbl 07811324
Neural Galerkin schemes with active learning for high-dimensional evolution equations. (English) Zbl 07807993
Deep learning-based surrogate models for parametrized PDEs: handling geometric variability through graph neural networks. (English) Zbl 07863426
Simulation of the interaction of light with 3-D metallic nanostructures using a proper orthogonal decomposition-Galerkin reduced-order discontinuous Galerkin time-domain method. (English) Zbl 07776946
Variational multiscale super-resolution: a data-driven approach for reconstruction and predictive modeling of unresolved physics. (English) Zbl 07772314
MSC:
76M30
Neural-network-augmented projection-based model order reduction for mitigating the Kolmogorov barrier to reducibility. (English) Zbl 07742906
Artificial neural network based correction for reduced order models in computational fluid mechanics. (English) Zbl 1539.76104
Physics guided machine learning for variational multiscale reduced order modeling. (English) Zbl 07693354
Extension of dynamic mode decomposition for dynamic systems with incomplete information based on t-model of optimal prediction. (English) Zbl 07652793
A non-intrusive model order reduction approach for parameterized time-domain Maxwell’s equations. (English) Zbl 1498.78046
Reduced basis methods for time-dependent problems. (English) Zbl 1537.65152
Reviewer: Cornelis Vuik (Delft)
Fourier collocation and reduced basis methods for fast modeling of compressible flows. (English) Zbl 1500.76064
Model order reduction for compressible flows solved using the discontinuous Galerkin methods. (English) Zbl 07578888
DeepParticle: learning invariant measure by a deep neural network minimizing Wasserstein distance on data generated from an interacting particle method. (English) Zbl 07540355
POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decomposition. (English) Zbl 1507.65181
Physics-informed machine learning for reduced-order modeling of nonlinear problems. (English) Zbl 07516475
A probabilistic generative model for semi-supervised training of coarse-grained surrogates and enforcing physical constraints through virtual observables. (English) Zbl 07508526
Latent-space time evolution of non-intrusive reduced-order models using Gaussian process emulation. (English) Zbl 1538.65595
Data-driven reduced order modeling of poroelasticity of heterogeneous media based on a discontinuous Galerkin approximation. (English) Zbl 1480.65260
A nudged hybrid analysis and modeling approach for realtime wake-vortex transport and decay prediction. (English) Zbl 1521.76311
Operator inference of non-Markovian terms for learning reduced models from partially observed state trajectories. (English) Zbl 1470.93035
Modeling synchronization in globally coupled oscillatory systems using model order reduction. (English) Zbl 1462.34079
A multi-stage deep learning based algorithm for multiscale model reduction. (English) Zbl 1524.65522
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