Physics-informed data-driven closure relation for dilute short fiber suspensions

Bruno Ramoa; Chady Ghnatios; João Miguel Nóbrega; Francisco Chinesta

doi:10.1186/s40323-025-00290-w

Physics-informed data-driven closure relation for dilute short fiber suspensions

Bruno Ramoa, Chady Ghnatios, João Miguel Nóbrega, Francisco Chinesta

School of Engineering

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	5
Journal	Advanced Modeling and Simulation in Engineering Sciences
Volume	12
Issue number	1
DOIs	https://doi.org/10.1186/s40323-025-00290-w
State	Published - Mar 29 2025

ASJC Scopus Subject Areas

Modeling and Simulation
Engineering (miscellaneous)
Computer Science Applications
Applied Mathematics

Keywords

Fiber orientation modeling
Machine learning
Physics informed machine learning

Access to Document

10.1186/s40323-025-00290-w

Cite this

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AU - Ramoa, Bruno

AU - Ghnatios, Chady

AU - Nóbrega, João Miguel

AU - Chinesta, Francisco

N1 - Publisher Copyright: © The Author(s) 2025.

PY - 2025/3/29

Y1 - 2025/3/29

KW - Fiber orientation modeling

KW - Machine learning

KW - Physics informed machine learning

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DO - 10.1186/s40323-025-00290-w

M3 - Article

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VL - 12

JO - Advanced Modeling and Simulation in Engineering Sciences

JF - Advanced Modeling and Simulation in Engineering Sciences

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Physics-informed data-driven closure relation for dilute short fiber suspensions

ASJC Scopus Subject Areas

Keywords

Access to Document

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