Mean flow data assimilation based on physics-informed neural networks

JGR von Saldern, JM Reumschüssel, TL Kaiser… - Physics of …, 2022 - pubs.aip.org
Physics-informed neural networks (PINNs) can be used to solve partial differential equations
(PDEs) and identify hidden variables by incorporating the governing equations into neural …

Dynamics of premixed hydrogen/air flames in unsteady flow

F Zhang, T Zirwes, Y Wang, Z Chen, H Bockhorn… - Physics of …, 2022 - pubs.aip.org
Fully resolved numerical simulations with finite rate chemical reactions and detailed
molecular diffusion have been conducted for a series of laminar premixed hydrogen–air …

Resolvent-based modelling of coherent structures in a turbulent jet flame using a passive flame approach

M Casel, K Oberleithner, F Zhang, T Zirwes… - Combustion and …, 2022 - Elsevier
Motivated by the recent success in finding coherent structures in turbulent flows and
describing their noise emission using the Resolvent Analysis (RA), the method is applied to …

Modelling the response of a turbulent jet flame to acoustic forcing in a linearized framework using an active flame approach

TL Kaiser, G Varillon, W Polifke, F Zhang, T Zirwes… - Combustion and …, 2023 - Elsevier
This study performs a linear mean field analysis of a turbulent reacting methane-air jet flame,
with the goal of predicting the response of the reacting flow to upstream acoustic actuation …

Measurement and simulation of combustion noise and dynamics of a confined swirl flame

M Merk, W Polifke, R Gaudron, M Gatti, C Mirat… - AIAA Journal, 2018 - arc.aiaa.org
The combustion noise produced by a confined, turbulent, premixed swirl burner is predicted
with large-eddy simulation of compressible, reacting flow. Characteristics-based state-space …

Sound generation by turbulent premixed flames

A Haghiri, M Talei, MJ Brear… - Journal of Fluid …, 2018 - cambridge.org
This paper presents a numerical study of the sound generated by turbulent, premixed
flames. Direct numerical simulations (DNS) of two round jet flames with equivalence ratios of …

The impact of chemical modelling on turbulent premixed flame acoustics

D Brouzet, M Talei, MJ Brear, B Cuenot - Journal of Fluid Mechanics, 2021 - cambridge.org
Direct numerical simulations are used to study the impact of chemical modelling on the
flame dynamics and the sound generated by three-dimensional, turbulent, premixed …

Combustion‐Generated Noise: An Environment‐Related Issue for Future Combustion Systems

F Zhang, T Zirwes, H Nawroth… - Energy …, 2017 - Wiley Online Library
A first‐order estimation of the prediction of combustion‐generated noise from turbulent
premixed flames was explored. The method was based on Lighthill's acoustic analogy and …

Noise sources of lean premixed flames

K Pausch, S Herff, F Zhang, H Bockhorn… - Flow, Turbulence and …, 2019 - Springer
The thermoacoustic sound generation mechanisms of lean premixed laminar and turbulent
flames are investigated by a two-step approach. First, the conservation equations of a …

Implementation of an efficient synthetic inflow turbulence-generator in the open-source code OpenFOAM for 3D LES/DNS applications

FCC Galeazzo, F Zhang, T Zirwes… - … Computing in Science …, 2021 - Springer
A new inflow boundary condition (BC) has been implemented into the open-source CFD
code OpenFOAM, which generates synthetic turbulent fluctuations at the inlet boundary for …