Accelerating computational fluid dynamics simulation of post-combustion carbon capture modeling with MeshGraphNets

Accelerating computational fluid dynamics simulation of post-combustion carbon capture modeling with MeshGraphNets

Packed columns are commonly used in post-combustion processes to capture CO2 emissions by providing enhanced contact area between a CO2-laden gas and CO2-absorbing solvent. To study and optimize solvent-based post-combustion carbon capture systems (CCSs), computational fluid dynamics (CFD) can be us...

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Bibliographic Details
Main Authors: Bo Lei, Yucheng Fu, Jose Cadena, Amar Saini, Yeping Hu, Jie Bao, Zhijie Xu, Brenda Ng, Phan Nguyen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Artificial Intelligence
Subjects:
surrogate modeling
machine learning
computational fluid dynamics
graph neural networks
carbon capture
design optimization
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2024.1441985/full
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https://www.frontiersin.org/articles/10.3389/frai.2024.1441985/full

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