A Gentle Introduction to Data, Learning, and Model Order Reduction: Techniques and Twinning Methodologies

Francisco Chinesta; Elías Cueto; Victor Champaney; Chady Ghnatios; Amine Ammar; Nicolas Hascoët; David González; Icíar Alfaro; Daniele Di Lorenzo; Angelo Pasquale; Dominique Baillargeat

doi:10.1007/978-3-031-87572-4

A Gentle Introduction to Data, Learning, and Model Order Reduction: Techniques and Twinning Methodologies

Francisco Chinesta
, Elías Cueto
, Victor Champaney
, Chady Ghnatios
, Amine Ammar
, Nicolas Hascoët
, David González
, Icíar Alfaro
, Daniele Di Lorenzo
, Angelo Pasquale
, Dominique Baillargeat

School of Engineering

University of Limoges

Research output: Chapter or Contribution to Book › Chapter

Original language	English
Title of host publication	Studies in Big Data
Pages	1-227
Number of pages	227
DOIs	https://doi.org/10.1007/978-3-031-87572-4
State	Published - 2025

Publication series

Name	Studies in Big Data
Volume	174
ISSN (Print)	2197-6503
ISSN (Electronic)	2197-6511

ASJC Scopus Subject Areas

Control and Systems Engineering
Engineering (miscellaneous)
Computer Science Applications
Artificial Intelligence

Keywords

Data reduction
Digital Twins
Hybrid modelling
Machine learning
Model Order Reduction
Open Access

Access to Document

10.1007/978-3-031-87572-4

Cite this

Chinesta, F., Cueto, E., Champaney, V., Ghnatios, C., Ammar, A., Hascoët, N., González, D., Alfaro, I., Di Lorenzo, D., Pasquale, A., & Baillargeat, D. (2025). A Gentle Introduction to Data, Learning, and Model Order Reduction: Techniques and Twinning Methodologies. In Studies in Big Data (pp. 1-227). (Studies in Big Data; Vol. 174). https://doi.org/10.1007/978-3-031-87572-4

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AU - Ghnatios, Chady

AU - Ammar, Amine

AU - Hascoët, Nicolas

AU - González, David

AU - Alfaro, Icíar

AU - Di Lorenzo, Daniele

AU - Pasquale, Angelo

AU - Baillargeat, Dominique

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PY - 2025

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KW - Data reduction

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KW - Hybrid modelling

KW - Machine learning

KW - Model Order Reduction

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A Gentle Introduction to Data, Learning, and Model Order Reduction: Techniques and Twinning Methodologies

Publication series

ASJC Scopus Subject Areas

Keywords

Access to Document

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