A new framework for generative design, real-time prediction, and inverse design optimization: application to microstructure

Mohammed El Fallaki Idrissi; Ismael Ben-Yelun; Jad Mounayer; Sebastian Rodriguez; Chady Ghnatios; Francisco Chinesta

doi:10.1186/s40323-026-00326-9

A new framework for generative design, real-time prediction, and inverse design optimization: application to microstructure

Mohammed El Fallaki Idrissi
, Ismael Ben-Yelun
, Jad Mounayer
, Sebastian Rodriguez
, Chady Ghnatios
, Francisco Chinesta

School of Engineering

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

Original language	English
Article number	7
Journal	Advanced Modeling and Simulation in Engineering Sciences
Volume	13
Issue number	1
DOIs	https://doi.org/10.1186/s40323-026-00326-9
State	Published - Dec 2026

ASJC Scopus Subject Areas

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

Keywords

Generative design
Homogenization
Machine learning
Microstructure optimization
Rank Reduction Autoencoders
Real-time simulation

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10.1186/s40323-026-00326-9

Cite this

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title = "A new framework for generative design, real-time prediction, and inverse design optimization: application to microstructure",

keywords = "Generative design, Homogenization, Machine learning, Microstructure optimization, Rank Reduction Autoencoders, Real-time simulation",

author = "Idrissi, \{Mohammed El Fallaki\} and Ismael Ben-Yelun and Jad Mounayer and Sebastian Rodriguez and Chady Ghnatios and Francisco Chinesta",

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

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doi = "10.1186/s40323-026-00326-9",

language = "English",

volume = "13",

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T2 - application to microstructure

AU - Idrissi, Mohammed El Fallaki

AU - Ben-Yelun, Ismael

AU - Mounayer, Jad

AU - Rodriguez, Sebastian

AU - Ghnatios, Chady

AU - Chinesta, Francisco

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

PY - 2026/12

Y1 - 2026/12

KW - Generative design

KW - Homogenization

KW - Machine learning

KW - Microstructure optimization

KW - Rank Reduction Autoencoders

KW - Real-time simulation

UR - https://www.scopus.com/pages/publications/105040773801

UR - https://www.scopus.com/pages/publications/105040773801#tab=citedBy

U2 - 10.1186/s40323-026-00326-9

DO - 10.1186/s40323-026-00326-9

M3 - Article

AN - SCOPUS:105040773801

VL - 13

JO - Advanced Modeling and Simulation in Engineering Sciences

JF - Advanced Modeling and Simulation in Engineering Sciences

IS - 1

M1 - 7

ER -

A new framework for generative design, real-time prediction, and inverse design optimization: application to microstructure

ASJC Scopus Subject Areas

Keywords

Access to Document

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