Graph neural network structural limitation for thermal simulation and architecture optimization through rating system

Pierre Hembert; Chady Ghnatios; Julien Cotton; Francisco Chinesta

doi:10.1186/s40323-025-00306-5

Graph neural network structural limitation for thermal simulation and architecture optimization through rating system

Pierre Hembert, Chady Ghnatios, Julien Cotton, Francisco Chinesta

School of Engineering

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

Original language	English
Article number	1
Pages (from-to)	24
Number of pages	1
Journal	Advanced Modeling and Simulation in Engineering Sciences
Volume	12
Issue number	1
DOIs	https://doi.org/10.1186/s40323-025-00306-5
State	Published - Aug 21 2025

ASJC Scopus Subject Areas

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

Keywords

Architecture optimization
Graph neural network
Mesh convergence
Mesh parameters
Rating system
Thermal simulation

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10.1186/s40323-025-00306-5

Cite this

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title = "Graph neural network structural limitation for thermal simulation and architecture optimization through rating system",

keywords = "Architecture optimization, Graph neural network, Mesh convergence, Mesh parameters, Rating system, Thermal simulation",

author = "Pierre Hembert and Chady Ghnatios and Julien Cotton and Francisco Chinesta",

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AU - Ghnatios, Chady

AU - Cotton, Julien

AU - Chinesta, Francisco

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Y1 - 2025/8/21

KW - Architecture optimization

KW - Graph neural network

KW - Mesh convergence

KW - Mesh parameters

KW - Rating system

KW - Thermal simulation

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Graph neural network structural limitation for thermal simulation and architecture optimization through rating system

ASJC Scopus Subject Areas

Keywords

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