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Modeling of turbulent flames with the large eddy simulation–probability density function (LES–PDF) approach, stochastic fields, and artificial neural networks

Physics of fluids (1994), 2021-03, Vol.33 (3)

2021

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An LES-PBE-PDF approach for modeling particle formation in turbulent reacting flows

Physics of fluids (1994), 2017-10, Vol.29 (10)

2017

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On the incorporation of conservation laws in machine learning tabulation of kinetics for reacting flow simulation

Physics of fluids (1994), 2023-04, Vol.35 (4)

2023

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Large Eddy Simulation of Turbulent Flame Synthesis of Silica Nanoparticles with an Extended Population Balance Model

Flow, turbulence and combustion, 2023-09, Vol.111 (3), p.1029-1057

2023

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Machine learning tabulation of thermochemistry of fuel blends

Applications in energy and combustion science, 2022-12, Vol.12, p.100086, Article 100086

2022

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Characteristic time scale as optimal input in Machine Learning algorithms: Homogeneous autoignition

Energy and AI, 2023-10, Vol.14, p.100273, Article 100273

2023

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A conservative method for numerical solution of the population balance equation, and application to soot formation

Combustion and flame, 2019-07, Vol.205, p.506-521

2019

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Modelling of soot formation and aggregation in turbulent flows with the LES-PBE-PDF approach and a conservative sectional method

Combustion and flame, 2022-08, Vol.242, p.112152, Article 112152

2022

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An LES-PBE-PDF approach for predicting the soot particle size distribution in turbulent flames

Combustion and flame, 2018-03, Vol.189, p.62-76

2018

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An explicit adaptive grid approach for the numerical solution of the population balance equation

Chemical engineering science, 2017-08, Vol.168, p.250-270

2017

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Modelling of soot coalescence and aggregation with a two-population balance equation model and a conservative finite volume method

Combustion and flame, 2021-07, Vol.229, p.111382, Article 111382

2021

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Rate-Controlled Constrained Equilibrium (RCCE) simulations of turbulent partially premixed flames (Sandia D/E/F) and comparison with detailed chemistry

Combustion and flame, 2015-05, Vol.162 (5), p.2256-2271

2015

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A conservative finite volume method for the population balance equation with aggregation, fragmentation, nucleation and growth

Chemical engineering science, 2022-12, Vol.263, p.117925, Article 117925

2022

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Reconstruction of large‐scale flow structures in a stirred tank from limited sensor data

AIChE journal, 2021-10, Vol.67 (10), p.n/a

2021

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Decomposition of power number in a stirred tank and real time reconstruction of 3D large-scale flow structures from sparse pressure measurements

Chemical engineering science, 2023-09, Vol.279, p.118881, Article 118881

2023

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A methodology for the integration of stiff chemical kinetics on GPUs

Combustion and flame, 2015-04, Vol.162 (4), p.1375-1394

2015

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Analysis of turbulent coagulation in a jet with discretised population balance and DNS

Journal of fluid mechanics, 2022-04, Vol.937, Article A25

2022

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On the effect of turbulent fluctuations on precipitation: A direct numerical simulation – population balance study

Chemical engineering science, 2023-04, Vol.270, p.118511, Article 118511

2023

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Algorithmic Aspects of the LES-PBE-PDF Method for Modeling Soot Particle Size Distributions in Turbulent Flames

Combustion science and technology, 2019-06, Vol.191 (5-6), p.766-796

2019

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Rate-controlled constrained equilibrium: Formulation and application to nonpremixed laminar flames

Combustion and flame, 2005-08, Vol.142 (3), p.223-234

2005

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Modeling of silica synthesis in a laminar flame by coupling an extended population balance model with computational fluid dynamics

Aerosol science and technology, 2023-04, Vol.57 (4), p.296-317

2023

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Three-dimensional characterisation of macro-instabilities in a turbulent stirred tank flow and reconstruction from sparse measurements using machine learning methods

Chemical engineering research & design, 2023-08, Vol.196, p.276-296

2023

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Machine learning tabulation of thermochemistry for turbulent dimethyl ether (DME) flames

Fuel (Guildford), 2024-03, Vol.360, p.130338, Article 130338

2024

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On the interaction of turbulence with nucleation and growth in reaction crystallisation

Journal of fluid mechanics, 2022-08, Vol.944, Article A48

2022

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Resolvent analysis of turbulent flow laden with low-inertia particles

Journal of fluid mechanics, 2024-04, Vol.985, Article A27

2024

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Modeling of turbulent flames with the large eddy simulation–probability density function (LES–PDF) approach, stochastic fields, and artificial neural networks

An LES-PBE-PDF approach for modeling particle formation in turbulent reacting flows

On the incorporation of conservation laws in machine learning tabulation of kinetics for reacting flow simulation

Large Eddy Simulation of Turbulent Flame Synthesis of Silica Nanoparticles with an Extended Population Balance Model

Machine learning tabulation of thermochemistry of fuel blends

Characteristic time scale as optimal input in Machine Learning algorithms: Homogeneous autoignition

A conservative method for numerical solution of the population balance equation, and application to soot formation

Modelling of soot formation and aggregation in turbulent flows with the LES-PBE-PDF approach and a conservative sectional method

An LES-PBE-PDF approach for predicting the soot particle size distribution in turbulent flames

An explicit adaptive grid approach for the numerical solution of the population balance equation

Modelling of soot coalescence and aggregation with a two-population balance equation model and a conservative finite volume method

Rate-Controlled Constrained Equilibrium (RCCE) simulations of turbulent partially premixed flames (Sandia D/E/F) and comparison with detailed chemistry

A conservative finite volume method for the population balance equation with aggregation, fragmentation, nucleation and growth

Reconstruction of large‐scale flow structures in a stirred tank from limited sensor data

Decomposition of power number in a stirred tank and real time reconstruction of 3D large-scale flow structures from sparse pressure measurements

A methodology for the integration of stiff chemical kinetics on GPUs

Analysis of turbulent coagulation in a jet with discretised population balance and DNS

On the effect of turbulent fluctuations on precipitation: A direct numerical simulation – population balance study

Algorithmic Aspects of the LES-PBE-PDF Method for Modeling Soot Particle Size Distributions in Turbulent Flames

Rate-controlled constrained equilibrium: Formulation and application to nonpremixed laminar flames

Modeling of silica synthesis in a laminar flame by coupling an extended population balance model with computational fluid dynamics

Three-dimensional characterisation of macro-instabilities in a turbulent stirred tank flow and reconstruction from sparse measurements using machine learning methods

Machine learning tabulation of thermochemistry for turbulent dimethyl ether (DME) flames

On the interaction of turbulence with nucleation and growth in reaction crystallisation

Resolvent analysis of turbulent flow laden with low-inertia particles

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