Real-Time optimization of sheet molding compound production using complementary reduced-order and data-driven modeling

Mikhael Tannous; Konstantinos Tzimanis; Iason Tzanetatos; Jon Larreina; Chady Ghnatios; Salvatore Sottile; Francisco Chinesta

doi:10.1007/s12289-026-02020-y

Real-Time optimization of sheet molding compound production using complementary reduced-order and data-driven modeling

Mikhael Tannous
, Konstantinos Tzimanis
, Iason Tzanetatos
, Jon Larreina
, Chady Ghnatios
, Salvatore Sottile
, Francisco Chinesta

School of Engineering

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

Original language	English
Article number	52
Journal	International Journal of Material Forming
Volume	19
Issue number	2
DOIs	https://doi.org/10.1007/s12289-026-02020-y
State	Published - Jun 2026

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

Data driven model
Process control manager
Process optimization
Sheet molding compound
Sparse proper generalized decomposition

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10.1007/s12289-026-02020-y

Cite this

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title = "Real-Time optimization of sheet molding compound production using complementary reduced-order and data-driven modeling",

keywords = "Data driven model, Process control manager, Process optimization, Sheet molding compound, Sparse proper generalized decomposition",

author = "Mikhael Tannous and Konstantinos Tzimanis and Iason Tzanetatos and Jon Larreina and Chady Ghnatios and Salvatore Sottile and Francisco Chinesta",

note = "Publisher Copyright: {\textcopyright} The Author(s) 2026.",

year = "2026",

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doi = "10.1007/s12289-026-02020-y",

language = "English",

volume = "19",

journal = "International Journal of Material Forming",

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T1 - Real-Time optimization of sheet molding compound production using complementary reduced-order and data-driven modeling

AU - Tannous, Mikhael

AU - Tzimanis, Konstantinos

AU - Tzanetatos, Iason

AU - Larreina, Jon

AU - Ghnatios, Chady

AU - Sottile, Salvatore

AU - Chinesta, Francisco

N1 - Publisher Copyright: © The Author(s) 2026.

PY - 2026/6

Y1 - 2026/6

KW - Data driven model

KW - Process control manager

KW - Process optimization

KW - Sheet molding compound

KW - Sparse proper generalized decomposition

UR - https://www.scopus.com/pages/publications/105038465220

UR - https://www.scopus.com/pages/publications/105038465220#tab=citedBy

UR - https://www.mendeley.com/catalogue/a8242adc-2b75-3e8e-b864-4a775121758e/

U2 - 10.1007/s12289-026-02020-y

DO - 10.1007/s12289-026-02020-y

M3 - Article

AN - SCOPUS:105038465220

SN - 1960-6206

VL - 19

JO - International Journal of Material Forming

JF - International Journal of Material Forming

IS - 2

M1 - 52

ER -

Real-Time optimization of sheet molding compound production using complementary reduced-order and data-driven modeling

UN SDGs

ASJC Scopus Subject Areas

Keywords

Access to Document

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