Integrating simulation and machine learning for accurate preform charge prediction in Sheet Molding Compound manufacturing

Mikhael Tannous; Sebastian Rodriguez; Chady Ghnatios; Francisco Chinesta

doi:10.1007/s12289-025-01878-8

Integrating simulation and machine learning for accurate preform charge prediction in Sheet Molding Compound manufacturing

Mikhael Tannous
, Sebastian Rodriguez
, Chady Ghnatios
, Francisco Chinesta

School of Engineering

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

Original language	English
Article number	15
Journal	International Journal of Material Forming
Volume	18
Issue number	1
DOIs	https://doi.org/10.1007/s12289-025-01878-8
State	Published - Mar 2025

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 9 Industry, Innovation, and Infrastructure

ASJC Scopus Subject Areas

General Materials Science

Keywords

Darcy flow simulation
Machine learning
Sheet molding compound
UNet auto-encoder architecture

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10.1007/s12289-025-01878-8

Cite this

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title = "Integrating simulation and machine learning for accurate preform charge prediction in Sheet Molding Compound manufacturing",

keywords = "Darcy flow simulation, Machine learning, Sheet molding compound, UNet auto-encoder architecture",

author = "Mikhael Tannous and Sebastian Rodriguez and Chady Ghnatios and Francisco Chinesta",

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doi = "10.1007/s12289-025-01878-8",

language = "English",

volume = "18",

journal = "International Journal of Material Forming",

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T1 - Integrating simulation and machine learning for accurate preform charge prediction in Sheet Molding Compound manufacturing

AU - Tannous, Mikhael

AU - Rodriguez, Sebastian

AU - Ghnatios, Chady

AU - Chinesta, Francisco

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

PY - 2025/3

Y1 - 2025/3

KW - Darcy flow simulation

KW - Machine learning

KW - Sheet molding compound

KW - UNet auto-encoder architecture

UR - https://www.mendeley.com/catalogue/a6bb4449-370a-3dd0-8a87-c7a8e9d6676b/

U2 - 10.1007/s12289-025-01878-8

DO - 10.1007/s12289-025-01878-8

M3 - Article

AN - SCOPUS:85218181452

SN - 1960-6206

VL - 18

JO - International Journal of Material Forming

JF - International Journal of Material Forming

IS - 1

M1 - 15

ER -

Integrating simulation and machine learning for accurate preform charge prediction in Sheet Molding Compound manufacturing

UN SDGs

ASJC Scopus Subject Areas

Keywords

Access to Document

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