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

Producción científica: Article › revisión exhaustiva

Idioma original	English
Número de artículo	15
Publicación	International Journal of Material Forming
Volumen	18
N.º	1
DOI	https://doi.org/10.1007/s12289-025-01878-8
Estado	Published - mar 2025

ODS de las Naciones Unidas

Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

Industry innovation and infrastructure

ASJC Scopus Subject Areas

General Materials Science

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10.1007/s12289-025-01878-8

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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",

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AU - Rodriguez, Sebastian

AU - Ghnatios, Chady

AU - Chinesta, Francisco

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KW - Machine learning

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KW - UNet auto-encoder architecture

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

ODS de las Naciones Unidas

ASJC Scopus Subject Areas

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Huella

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