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20162026
most citedData-assisted combustion simulations with dynamic submodel assignment using random forests

44 citations · 110 across the 13 of their papers we have counts for

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Showing physics.flu-dynShow all

6 papers · 1 filter

physics.flu-dyn2021★ 8 cited

Convective, absolute and global azimuthal magnetorotational instabilities

A. Mishra, G. Mamatsashvili, V. Galindo +1

We study the convective and absolute forms of azimuthal magnetorotational instability (AMRI) in a Taylor-Couette (TC) flow with an imposed azimuthal magnetic field. We show that th…

physics.flu-dyn2021★ 31 cited

Interpretable Data-driven Methods for Subgrid-scale Closure in LES for Transcritical LOX/GCH4 Combustion

Wai Tong Chung, Aashwin Ananda Mishra, Matthias Ihme

Many practical combustion systems such as those in rockets, gas turbines, and internal combustion engines operate under high pressures that surpass the thermodynamic critical limit…

physics.flu-dyn2020★ 44 cited

Data-assisted combustion simulations with dynamic submodel assignment using random forests

Wai Tong Chung, Aashwin Ananda Mishra, Nikolaos Perakis +1

In this investigation, we outline a data-assisted approach that employs random forest classifiers for local and dynamic combustion submodel assignment in turbulent-combustion simul…

physics.flu-dyn2018★ 3 cited

An uncertainty estimation module for turbulence model predictions in SU2

Aashwin Ananda Mishra, Jayant Mukhopadhaya, Gianluca Iaccarino +1

With the advent of improved computational resources, aerospace design has testing-based process to a simulation-driven procedure, wherein uncertainties in design and operating cond…

physics.flu-dyn2017★ 10 cited

RANS predictions for high-speed flows using enveloping models

A. A. Mishra, G. Iaccarino

In this investigation, we outline an enveloping models methodology for estimating structural uncertainty bounds on RANS closures. This methodology incorporates both eigenvalue and…

physics.flu-dyn2016★ 7 cited

Manufactured Turbulence with Langevin equations

Aashwin Mishra, Sharath Girimaji

By definition, Manufactured turbulence(MT) is purported to mimic physical turbulence rather than model it. The MT equations are constrained to be simple to solve and provide an ine…