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On the coupling of data-driven computing and model-driven computing with CUF-based beam models

delete2024-02-01
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PRE
AI
Y
Yanchuan Hui
G
Gaetano Giunta
刘笑 封面图
刘笑 (Xiao Liu)
J
Jie Zheng
J
Jie Yang
W
Wei Huang *
E
Erasmo Carrera
DOI:10.1016/j.tws.2023.111394delete
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摘要

摘要

En 中文
In this article, Model-driven (MD) computing and Data -driven (DD) computing mechanics are coupled under the framework of Carrera's Unified Formulation (CUF) for beam structures A DD CUF-based computing is applied for the sub-domains of the beam under investigation where the material constitutive models are challenging to be obtained, whereas a MD CUF-based computing is used to deal with the remaining subdomains where a constitutive model is available. By using CUF, under the premise of sufficient accuracy, the computational cost of DD-MD CUF-based models could be reduced compared with DD-MD FEM models where solid elements are used. Several static cases are analysed to demonstrate the accuracy and reliability of the proposed DD-MD CUF-based model by comparing the obtained results with those from the finite element commercial software tools.
Keyword:
Data-driven analysis
Data search
Carrera unified formula
Data-driven and model-driven coupling
strategy
Finite element method

期刊

T
Thin-Walled Structures
IF:
6.6
论文数:
1.1W
被引数:
4.0W

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A
aviation industry corporation of china (avic)
学者数:
1.7K
论文数: 1.4K
被引数: 2
P
Polytechnic University of Turin
学者数:
1.3W
论文数: 1.3W
被引数: 1.3W
S
Shenyang University
学者数:
1.3K
论文数: 744
被引数: 918
W
wuhan university
学者数:
8.1W
论文数: 5.8W
被引数: 70
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