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20192025
most citedPredictions of Reynolds and Nusselt numbers in turbulent convection using machine-learning models

24 citations · 26 across the 3 of their papers we have counts for

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8 papers · 1 filter

physics.flu-dyn2025

Relative accuracy of turbulence simulations using pseudo-spectral and finite difference solvers

Akash Rodhiya, Shashwat Bhattacharya, Mahendra K Verma

For a single timestep, a spectral solver is known to be more accurate than its finite-difference counterpart. However, as we show in this paper, turbulence simulations using the tw…

physics.flu-dyn2025

Scale-resolved turbulent Prandtl number for Rayleigh-Bénard convection at

Shashwat Bhattacharya, Dmitry Krasnov, Ambrish Pandey +2

We present a framework to calculate the scale-resolved turbulent Prandtl number for the well-mixed and highly inertial bulk of a turbulent Rayleigh-Bénard mesoscale convecti…

physics.flu-dyn202224 cited

Predictions of Reynolds and Nusselt numbers in turbulent convection using machine-learning models

Shashwat Bhattacharya, Mahendra K Verma, Arnab Bhattacharya

In this paper, we develop a multivariate regression model and a neural network model to predict the Reynolds number (Re) and Nusselt number in turbulent thermal convection. We comp…

physics.flu-dyn2021

Prandtl number dependence of the small-scale properties in turbulent Rayleigh-Bénard convection

Shashwat Bhattacharya, Mahendra K. Verma, Ravi Samtaney

We analyze the Prandtl number (Pr) dependence of spectra and fluxes of kinetic energy, as well as the energy injection rates and dissipation rates, of turbulent thermal convection…

physics.flu-dyn2020

Revisiting Reynolds and Nusselt numbers in turbulent thermal convection

Shashwat Bhattacharya, Mahendra K. Verma, Ravi Samtaney

In this paper, we extend Grossmann and Lohse's (GL) model [Phys. Rev. Lett. {\bf 86}, 3316 (2001)] for the predictions of Reynolds number (Re) and Nusselt number (Nu) in turbulent…

physics.flu-dyn20202 cited

Euler Turbulence and thermodynamic equilibrium

Mahendra K. Verma, Shashwat Bhattacharya, Soumyadeep Chatterjee

We perform a unique direct numerical simulation of Euler turbulence using delta-correlated velocity field as an initial condition, and report a full range of and energy s…