Cover Image

Validation and parameterization of a novel physics-constrained neural dynamics model applied to turbulent fluid flow

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shankar, Varun, Portwood, Gavin D., Mohan, Arvind T., Mitra, Peetak P., Krishnamurthy, Dilip, Rackauckas, Christopher, Wilson, Lucas A., Schmidt, David P., Viswanathan, Venkatasubramanian
Format:	Preprint
Published:	2021
Subjects:	Fluid Dynamics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Differentiable Turbulence: Closure as a partial differential equation constrained optimization
by: Shankar, Varun, et al.
Published: (2023)

Generalizable data-driven turbulence closure modeling on unstructured grids with differentiable physics
by: Kim, Hojin, et al.
Published: (2023)

Physics-constrained coupled neural differential equations for one dimensional blood flow modeling
by: Csala, Hunor, et al.
Published: (2024)

Improving CFD simulations by local machine-learned correction
by: Mitra, Peetak, et al.
Published: (2023)

The conundrum in the collective indian psyche regarding teaching philosophy in schools
by: Arvind Venkatasubramanian
Published: (2020)

Self-supervised Pretraining for Partial Differential Equations
by: Madhavan, Varun, et al.
Published: (2024)

Accelerating multigrid solver with generative super-resolution
by: Holguin, Francisco, et al.
Published: (2024)

Fundamental Limits of Dissociative Electrochemical Ammonia Synthesis via Electrodeposited Metals
by: Azumah, Victor, et al.
Published: (2025)

Lifestyle Politics and Radical Activism
by: Portwood-Stacer, Laura
Published: (2022)

Tokenization for Molecular Foundation Models
by: Wadell, Alexius, et al.
Published: (2024)

Learning second-order TVD flux limiters using differentiable solvers
by: Huang, Chenyang, et al.
Published: (2025)

CLOUD: A Scalable and Physics-Informed Foundation Model for Crystal Representation Learning
by: Xu, Changwen, et al.
Published: (2025)

Super-linear Scaling Behavior for Electric Vehicle Chargers and Road Map to Addressing the Infrastructure Gap
by: Wadell, Alexius, et al.
Published: (2022)

Approximate constrained stochastic optimal control via parameterized input inference
by: Syed, Shahbaz P Qadri, et al.
Published: (2025)

Scale-awareness in an eddy energy constrained mesoscale eddy parameterization
by: Mak, Julian, et al.
Published: (2023)

Seguridad en linux / Mohan Krishnamurthy... [et al.] ; Traductor, José Antonio Corbelle S nchez
by: Krishnamurthy, Mohan
Published: (2008)

RAG-Fusion: a New Take on Retrieval-Augmented Generation
by: Rackauckas, Zackary
Published: (2024)

Controlling moving interfaces in solid state batteries
by: Mosleh, Salem, et al.
Published: (2024)

Excess Density as a Descriptor for Electrolyte Solvent Design
by: Kelly, Celia, et al.
Published: (2024)

Temperature-driven turbulence in compressible fluid flows
by: Feireisl, Eduard, et al.
Published: (2026)

Bayesian neural network correction of RANS turbulence models with uncertainty quantification in separated flows
by: Buchanan, Tyler, et al.
Published: (2026)

Vibrational Entropy and Free Energy of Solid Lithium using Covariance of Atomic Displacements Enabled by Machine Learning
by: Phuthi, Mgcini Keith, et al.
Published: (2024)

Physics and causally constrained discrete-time neural models of turbulent dynamical systems
by: Falasca, Fabrizio, et al.
Published: (2026)

Modeling turbulent and self-gravitating fluids with Fourier neural operators
by: Poletti, Keith, et al.
Published: (2025)

Lossy communication constrains iterated learning
by: Prystawski, Ben, et al.
Published: (2025)

On a mathematical definition of laminar and turbulent fluid flow
by: Garcia, F. Javier Garcia, et al.
Published: (2025)

Nature of continuous spectra in wall-bounded shearing flows of FENE-P fluids
by: Mohanty, Pratyush Kumar, et al.
Published: (2025)

Resolution-free neural surrogates for geometric parameterization and mapping with spatially varying fields
by: Huang, Yanwen, et al.
Published: (2026)

Renormalization group analysis of noisy neural field
by: Zang, Jie, et al.
Published: (2025)

Addressing out-of-sample issues in multi-layer convolutional neural-network parameterization of mesoscale eddies applied near coastlines
by: Zhang, Cheng, et al.
Published: (2024)

Bacterial turbulence at compressible fluid interfaces
by: Yin, Yuanfeng, et al.
Published: (2025)

Twisto-electrochemical activity volcanoes in Trilayer Graphene
by: Babar, Mohammad, et al.
Published: (2023)

Differentiable Electrochemistry: A paradigm for uncovering hidden physical phenomena in electrochemical systems
by: Chen, Haotian, et al.
Published: (2025)

Stochastic reduced-order Koopman model for turbulent flows
by: Chu, Tianyi, et al.
Published: (2025)

Data discovery of low dimensional fluid dynamics of turbulent flows
by: Lin, X., et al.
Published: (2024)

Multi‐lingual encryption technique using Unicode and Riemann zeta function and elliptic curve cryptography for secured routing in wireless sensor networks
by: K. Yesodha, et al.
Published: (2024)

VoxRAG: A Step Toward Transcription-Free RAG Systems in Spoken Question Answering
by: Rackauckas, Zackary, et al.
Published: (2025)

Comparative Evaluation of Expressive Japanese Character Text-to-Speech with VITS and Style-BERT-VITS2
by: Rackauckas, Zackary, et al.
Published: (2025)

Animating Language Practice: Engagement with Stylized Conversational Agents in Japanese Learning
by: Rackauckas, Zackary, et al.
Published: (2025)

Complementarity between multilateral lending and private flows to Developing countries : some empirical results / Dilip Ratha
by: Ratha, Dilip
Published: (2001)