Publications from the Cryogenics Fluid Dynamics Lab, Department of Engineering Science, University of Oxford,
Selected Publications
Publications
A computational framework for droplet size distribution in liquid jets into crossflow via deep learning and image-based analysis
Tretola G, Vernon L, Roberts S & Vogiatzaki K (2026), Journal of Computational Physics, 562, 115044-115044
BibTeX
@article{acomputationalf-2026/10,
title={A computational framework for droplet size distribution in liquid jets into crossflow via deep learning and image-based analysis},
author={Tretola G, Vernon L, Roberts S & Vogiatzaki K},
journal={Journal of Computational Physics},
volume={562},
number={115044},
pages={115044-115044},
publisher={Elsevier BV},
year = "2026"
}
Data-driven surrogate models for large-scale hydrogen jet dynamics: Integrating CFD and gradient-boosted trees to support real-time safety assessment
Tretola G, Liu Y & Vogiatzaki K (2026), Proceedings of the Combustion Institute, 42, 106115
BibTeX
@article{datadrivensurro-2026/,
title={Data-driven surrogate models for large-scale hydrogen jet dynamics: Integrating CFD and gradient-boosted trees to support real-time safety assessment},
author={Tretola G, Liu Y & Vogiatzaki K},
journal={Proceedings of the Combustion Institute},
volume={42},
pages={106115},
publisher={Elsevier},
year = "2026"
}
Digital Twins for Cryogenic Hydrogen Safety: Integrating Computational Fluid Dynamics and Machine Learning
Vogiatzaki K, Tretola G & Cesmat L (2025), Hydrogen, 6(4), 110
BibTeX
@article{digitaltwinsfor-2025/12,
title={Digital Twins for Cryogenic Hydrogen Safety: Integrating Computational Fluid Dynamics and Machine Learning},
author={Vogiatzaki K, Tretola G & Cesmat L},
journal={Hydrogen},
volume={6},
number={110},
pages={110},
publisher={MDPI},
year = "2025"
}
Evaluating Sentiment and Factuality of Offshore Wind Technological Trends Using Large Language Models
Freed H, Vogiatzaki K & Roberts S (2025), Energies, 18(21), 5816-5816
BibTeX
@article{evaluatingsenti-2025/11,
title={Evaluating Sentiment and Factuality of Offshore Wind Technological Trends Using Large Language Models},
author={Freed H, Vogiatzaki K & Roberts S},
journal={Energies},
volume={18},
pages={5816-5816},
publisher={MDPI AG},
year = "2025"
}
Scientific machine learning based framework to forecast time evolving pressure signals during hydrogen leaks
Tretola G, Weissenbacher M & Vogiatzaki K (2025), International Journal of Hydrogen Energy, 172, 150951
BibTeX
@article{scientificmachi-2025/9,
title={Scientific machine learning based framework to forecast time evolving pressure signals during hydrogen leaks},
author={Tretola G, Weissenbacher M & Vogiatzaki K},
journal={International Journal of Hydrogen Energy},
volume={172},
pages={150951},
publisher={Elsevier},
year = "2025"
}
Comparison of cryogenic and non-cryogenic droplet impact dynamics at low Weber numbers
Tretola G & Vogiatzaki K (2025), Scientific Reports, 15(1)
BibTeX
@article{comparisonofcry-2025/2,
title={Comparison of cryogenic and non-cryogenic droplet impact dynamics at low Weber numbers},
author={Tretola G & Vogiatzaki K},
journal={Scientific Reports},
volume={15},
number={6726},
publisher={Nature Research},
year = "2025"
}
Mixing and warming characterisation of cryogenic hydrogen jets through proper orthogonal decomposition
Tretola G, Shen L, Leach F & Vogiatzaki K (2024), Proceedings of ASME 2024 ICE Forward Conference (ICEF2024)
BibTeX
@inproceedings{mixingandwarmin-2024/12,
title={Mixing and warming characterisation of cryogenic hydrogen jets through proper orthogonal decomposition},
author={Tretola G, Shen L, Leach F & Vogiatzaki K},
booktitle={ASME 2024 ICE Forward Conference (ICEF 2024)},
year = "2024"
}
Impact of thermo-physical model and mixing method on the trans- and supercritical injection simulation of liquid hydrogen
Weng Z, Tretola G, Mével R & Vogiatzaki K (2024), International Journal of Hydrogen Energy, 90, 1-12
BibTeX
@article{impactofthermop-2024/11,
title={Impact of thermo-physical model and mixing method on the trans- and supercritical injection simulation of liquid hydrogen},
author={Weng Z, Tretola G, Mével R & Vogiatzaki K},
journal={International Journal of Hydrogen Energy},
volume={90},
pages={1-12},
publisher={Elsevier BV},
year = "2024"
}
Three-component volume of fluid method coupling with interface compression method and Eulerian–Lagrangian spray atomization surface density model for prediction of cavitating sprays
McGinn P, Tretola G & Vogiatzaki K (2024), Physics of Fluids, 36(2), 022118-022118
BibTeX
@article{threecomponentv-2024/2,
title={Three-component volume of fluid method coupling with interface compression method and Eulerian–Lagrangian spray atomization surface density model for prediction of cavitating sprays},
author={McGinn P, Tretola G & Vogiatzaki K},
journal={Physics of Fluids},
volume={36},
pages={022118-022118},
publisher={AIP Publishing},
year = "2024"
}
A Generalised Series Model for the LES of Premixed and Non-Premixed Turbulent Combustion
Zeng W, Wang X, Luo KH, Vogiatzaki K & Navarro-Martinez S (2024), Energies, 17(1), 252-252
BibTeX
@article{ageneralisedser-2024/1,
title={A Generalised Series Model for the LES of Premixed and Non-Premixed Turbulent Combustion},
author={Zeng W, Wang X, Luo KH, Vogiatzaki K & Navarro-Martinez S},
journal={Energies},
volume={17},
pages={252-252},
publisher={MDPI},
year = "2024"
}
Machine learning assisted characterisation and prediction of droplet distributions in a liquid jet in cross-flow
Tretola G, McGinn P, Fredrich D & Vogiatzaki K (2024), Proceedings of the Combustion Institute, 40(1-4), 105760-105760
BibTeX
@article{machinelearning-2024/,
title={Machine learning assisted characterisation and prediction of droplet distributions in a liquid jet in cross-flow},
author={Tretola G, McGinn P, Fredrich D & Vogiatzaki K},
journal={Proceedings of the Combustion Institute},
volume={40},
pages={105760-105760},
publisher={Elsevier},
year = "2024"
}
Surface tension effects on cryogenic liquid injection dynamics in supercritical environment
Gopal JVM, Morgan R, de Sercey G, Tretola G & Vogiatzaki K (2023), Physics of Fluids, 35(9), 093313-093313
BibTeX
@article{surfacetensione-2023/9,
title={Surface tension effects on cryogenic liquid injection dynamics in supercritical environment},
author={Gopal JVM, Morgan R, de Sercey G, Tretola G & Vogiatzaki K},
journal={Physics of Fluids},
volume={35},
pages={093313-093313},
publisher={AIP Publishing},
year = "2023"
}
Analyzing single and multicomponent supercritical jets using volume-based and mass-based numerical approaches
Rahantamialisoa FNZ, Gopal JVM, Tretola G, Sahranavardfard N, Vogiatzaki K et al. (2023), Physics of Fluids, 35(6), 067123-067123
BibTeX
@article{analyzingsingle-2023/6,
title={Analyzing single and multicomponent supercritical jets using volume-based and mass-based numerical approaches},
author={Rahantamialisoa FNZ, Gopal JVM, Tretola G, Sahranavardfard N, Vogiatzaki K et al.},
journal={Physics of Fluids},
volume={35},
pages={067123-067123},
publisher={AIP Publishing},
year = "2023"
}
Overview of Common Thermophysical Property Modelling Approaches for Cryogenic Fluid Simulations at Supercritical Conditions
Gopal JVM, Morgan R, De Sercey G & Vogiatzaki K (2023), Energies, 16(2), 885-885
BibTeX
@article{overviewofcommo-2023/1,
title={Overview of Common Thermophysical Property Modelling Approaches for Cryogenic Fluid Simulations at Supercritical Conditions},
author={Gopal JVM, Morgan R, De Sercey G & Vogiatzaki K},
journal={Energies},
volume={16},
pages={885-885},
publisher={MDPI},
year = "2023"
}
Unified modeling of cavitating sprays using a three-component volume of fluid method accounting for phase change and phase miscibility
McGinn P, Tretola G & Vogiatzaki K (2022), Physics of Fluids, 34(8), 082108-082108
BibTeX
@article{unifiedmodeling-2022/8,
title={Unified modeling of cavitating sprays using a three-component volume of fluid method accounting for phase change and phase miscibility},
author={McGinn P, Tretola G & Vogiatzaki K},
journal={Physics of Fluids},
volume={34},
pages={082108-082108},
publisher={AIP Publishing},
year = "2022"
}