Deep Learning Techniques for Predicting Stress Fields in Composite Materials: A Superior Alternative to Finite Element Analysis

Deep Learning Techniques for Predicting Stress Fields in Composite Materials: A Superior Alternative to Finite Element Analysis

Stress evaluation plays a pivotal role in the design of material systems, often accomplished through the finite element method (FEM) for intricate structures. However, the substantial costs and time requirements associated with multi-scale FEM analyses have prompted a growing interest in adopting mo...

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Bibliographic Details
Main Authors: Yasin Shokrollahi, Matthew M. Nikahd, Kimia Gholami, Ghasem Azamirad
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Journal of Composites Science
Subjects:
finite element methods (FEM)
convolutional neural network (CNN)
U-Net
composite material design
stress field maps
Online Access:https://www.mdpi.com/2504-477X/7/8/311

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https://www.mdpi.com/2504-477X/7/8/311

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