Stiff-pinn: Physics-informed neural network for stiff chemical kinetics

W Ji, W Qiu, Z Shi, S Pan, S Deng - The Journal of Physical …, 2021 - ACS Publications
The recently developed physics-informed neural network (PINN) has achieved success in
many science and engineering disciplines by encoding physics laws into the loss functions …

Highly-scalable GPU-accelerated compressible reacting flow solver for modeling high-speed flows

R Bielawski, S Barwey, S Prakash, V Raman - Computers & Fluids, 2023 - Elsevier
Emerging supercomputing systems utilize a combination of central processing units (CPUs)
and graphics processing units (GPUs) in an effort to reach exascale capabilities while …

HTR solver: An open-source exascale-oriented task-based multi-GPU high-order code for hypersonic aerothermodynamics

M Di Renzo, L Fu, J Urzay - Computer Physics Communications, 2020 - Elsevier
In this study, the open-source Hypersonics Task-based Research (HTR) solver for
hypersonic aerothermodynamics is described. The physical formulation of the code includes …

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

WT Chung, AA Mishra, N Perakis, M Ihme - Combustion and Flame, 2021 - Elsevier
This investigation outlines a data-assisted approach that employs random forest classifiers
for local and dynamic submodel assignment in turbulent-combustion simulations. This …

Adaptive physics-informed neural operator for coarse-grained non-equilibrium flows

I Zanardi, S Venturi, M Panesi - Scientific reports, 2023 - nature.com
This work proposes a new machine learning (ML)-based paradigm aiming to enhance the
computational efficiency of non-equilibrium reacting flow simulations while ensuring …

Analysis of weak secondary waves in a rotating detonation engine using large-eddy simulation and wavenumber-domain filtering

G Vignat, D Brouzet, M Bonanni, M Ihme - Combustion and Flame, 2024 - Elsevier
Rotating detonation engines (RDEs) are pressure-gain combustion devices which allow for
a compact and mechanically simple engine design with improved thermodynamic efficiency …

Positivity-preserving and entropy-bounded discontinuous Galerkin method for the chemically reacting, compressible Euler equations. Part I: The one-dimensional …

EJ Ching, RF Johnson, AD Kercher - Journal of Computational Physics, 2024 - Elsevier
In this paper, we develop a fully conservative, positivity-preserving, and entropy-bounded
discontinuous Galerkin scheme for simulating the multicomponent, chemically reacting …

Single-pair Weyl points with the maximum charge number in acoustic crystals

ZQ Wang, QB Liu, XF Yang, HH Fu - Physical Review B, 2022 - APS
To observe a Weyl point (WP) possessing the maximum charge number and to search for
single-pair WPs in realistic materials are two challenges in topology physics. Here, we have …

Dynamics and structure of detonations in stratified product-gas diluted mixtures

D Brouzet, G Vignat, M Ihme - Proceedings of the Combustion Institute, 2023 - Elsevier
The dynamics and structure of detonations in stratified, product-gas diluted mixtures are
examined using high resolution two-dimensional simulations with detailed chemistry. A …

A fully coupled, fully implicit simulation method for unsteady flames using Jacobian approximation and clustering

Q Xie, Y Liu, M Yao, H Zhou, Z Ren - Combustion and Flame, 2022 - Elsevier
Jacobian clustering is proposed to reduce the computational cost associated with matrix
operations encountered in the Newton iteration in fully coupled, fully implicit schemes for …