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Predictive Modelling of Real Contact Area on Rough Surfaces Using Deep Artificial Neural Network

Mendeley Data2026-04-18 收录

粗糙表面接触力学

深度学习物理建模

数据链接：

https://data.mendeley.com/datasets/66p8g4ptzs 数据链接链接失效反馈

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资源简介：

Predictive Modelling of Real Contact Area on Rough Surfaces Using Deep Artificial Neural Network

应用场景：

创建时间：

2024-12-30

粗糙表面接触力学

粘附接触建模

The Weierstrass series was considered in Ciavarella et al. (Ciavarella et al. 2000 Proc. R. Soc. Lond. A 456, 387–405. (doi:10.1098/rspa.2000.0522)) to describe a linear contact problem between a rigi

NIAID Data Ecosystem50

Convolutional neural networks and Stokes response functions

光谱反演

深度学习物理建模

In this work, we study the information content learned by a convolutional neural network (CNN) when trained to carry out the inverse mapping between a database of synthetic Ca...

Virginia Open Data10

TorchDA: A Python package for performing data assimilation with deep learning forward and transformation functions

数据同化算法

深度学习物理建模

Data assimilation techniques are often confronted with challenges handling complex high dimensional physical systems, because high precision simulation in complex high dimensional physical systems is

NIAID Data Ecosystem00

Super Resolved and Multi-Label Segmented PEMFC

燃料电池微观结构分析

深度学习物理建模

Super Resolved and Multi-Label Segmented PEMFC with Configuration Files for; Large-scale Physically Accurate Modelling of Real Proton Exchange Membrane Fuel Cell with Deep Learning, Nature Communicati

Zenodo2023-01-05 更新20

Convolution, aggregation and attention based deep neural networks for accelerating simulations in mechanics [Dataset]

计算力学仿真加速

深度学习物理建模

Supplementary data for 'Convolution, aggregation and attention based deep neural networks for accelerating simulations in mechanics'.

Zenodo2023-03-28 更新00