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math.NA2022★ 1 cited
Point-Cloud-based Deep Learning Models for Finite Element Analysis
Meduri Venkata Shivaditya, Francesca Bugiotti, Frederic Magoules
In this paper, we explore point-cloud based deep learning models to analyze numerical simulations arising from finite element analysis. The objective is to classify automatically t…
math.NA2022★ 3 cited
Graph Neural Network-based Surrogate Models for Finite Element Analysis
Meduri Venkata Shivaditya, José Alves, Francesca Bugiotti +1
Current simulation of metal forging processes use advanced finite element methods. Such methods consist of solving mathematical equations, which takes a significant amount of time…