Published January 3, 2023 | Version 1.0
Dataset Open

Dataset: Learning Closed-form Equations for Subgrid-scale Closures from High-fidelity Data: Promises and Challenges

Authors/Creators

  • 1. Department of Mechanical Engineering, Rice University
  • 2. Department of Mechanical Engineering, Rice University; Department of Earth, Environmental and Planetary Sciences, Rice University

Description

Direct numerical simulation (DNS) data for 2D forced homogeneous isotropic turbulence (FHIT) and 2D Rayleigh-Benard Convection (RBC). This data is used to discover subgrid-scale (SGS) closures for momentum and heat fluxes.

Paper: "Learning Closed-Form Equations for Subgrid-Scale Closures From High-Fidelity Data: Promises and Challenges" 
 https://doi.org/10.1029/2023MS003874

Files

K1.zip

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Additional details

Related works

Is supplement to
Publication: 10.1029/2023MS003874 (DOI)

Software

Repository URL
https://github.com/envfluids/py2d
Programming language
Python
Development Status
Active