Machine Learning and Physics-Driven Modelling and Simulation of Multiphase Systems

Nausheen Basha; Rossella Arcucci; Panagiota Angeli; Charitos Anastasiou; Thomas Abadie; César Quilodrán Casas; Jianhua Chen; Sibo Cheng; Loïc Chagot; Federico Galvanin; Claire Heaney; Fria Hossein; Jinwei Hu; Nina Kovalchuk; Maria Kalli; Lyes Kahouadji; Morgan Kerhouant; Alessio Lavino; Fuyue Liang; Konstantia Nathanael; Luca Magri; Paola Lettieri; Massimiliano Materazzi; Matteo Erigo; Paula Pico; Christopher Pain; Mosayeb Shams; Mark Simmons; Tullio Traverso; Juan Pablo Valdes; Zef Wolffs; Kewei Zhu; Yilin Zhuang; Omar K Matar

doi:10.1016/j.ijmultiphaseflow.2024.104936

Journal Articles International Journal of Multiphase Flow Year : 2024

Machine Learning and Physics-Driven Modelling and Simulation of Multiphase Systems

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Nausheen Basha

Function : Author
PersonId : 1406263
ORCID : 0009-0001-9011-3345

Imperial College London

Rossella Arcucci

Function : Author

Panagiota Angeli

Function : Author
PersonId : 1406264
ORCID : 0000-0001-9575-4259

Charitos Anastasiou

Function : Author

Thomas Abadie

Function : Author

César Quilodrán Casas

Function : Author

Jianhua Chen

Function : Author

Sibo Cheng

Function : Author

Centre d'Enseignement et de Recherche en Environnement Atmosphérique

Loïc Chagot

Function : Author
PersonId : 1406265
ORCID : 0000-0002-7467-4855

Federico Galvanin

Function : Author

Claire Heaney

Function : Author
PersonId : 1406266
ORCID : 0000-0002-6555-1423

Fria Hossein

Function : Author
PersonId : 1406267
ORCID : 0000-0002-2240-8088

Jinwei Hu

Function : Author
PersonId : 1406268
ORCID : 0009-0008-5261-211X

Nina Kovalchuk

Function : Author

Maria Kalli

Function : Author

Lyes Kahouadji

Function : Author

Morgan Kerhouant

Function : Author

Alessio Lavino

Function : Author

Fuyue Liang

Function : Author
PersonId : 1247996
ORCID : 0000-0002-4159-6993

Konstantia Nathanael

Function : Author

Luca Magri

Function : Author

Paola Lettieri

Function : Author

Massimiliano Materazzi

Function : Author

Matteo Erigo

Function : Author
PersonId : 1406269
ORCID : 0000-0001-7903-4489

Paula Pico

Function : Author
PersonId : 1401710
ORCID : 0000-0002-2641-5162

Christopher Pain

Function : Author
PersonId : 1406270
ORCID : 0000-0003-4194-2590

Mosayeb Shams

Function : Author
PersonId : 1406271
ORCID : 0000-0002-2802-1175

Mark Simmons

Function : Author

Tullio Traverso

Function : Author

Juan Pablo Valdes

Function : Author

Zef Wolffs

Function : Author

Kewei Zhu

Function : Author

Yilin Zhuang

Function : Author

Omar K Matar

Function : Author
PersonId : 1247994
ORCID : 0000-0002-0530-8317

Keywords

Machine Learning Numerical Simulations Multiphase Multi-fidelity Microfluidics Hybrid Methods 1 Machine Learning Numerical Simulations Multiphase Multi-fidelity Microfluidics Hybrid Methods 1

Domains

Chemical Sciences Physics [physics]

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ML-ucl-ICL.pdf (3.21 Mo)

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https://hal.science/hal-04667455

Submitted on : Sunday, August 4, 2024-2:13:35 PM

Last modification on : Monday, August 26, 2024-9:42:43 AM

Dates and versions

hal-04667455 , version 1 (04-08-2024)

Identifiers

HAL Id : hal-04667455 , version 1
DOI : 10.1016/j.ijmultiphaseflow.2024.104936

Cite

Nausheen Basha, Rossella Arcucci, Panagiota Angeli, Charitos Anastasiou, Thomas Abadie, et al.. Machine Learning and Physics-Driven Modelling and Simulation of Multiphase Systems. International Journal of Multiphase Flow, 2024, 179, pp.104936. ⟨10.1016/j.ijmultiphaseflow.2024.104936⟩. ⟨hal-04667455⟩

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Machine Learning and Physics-Driven Modelling and Simulation of Multiphase Systems

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