Classifier ROM-net for image-based modeling of defects in mechanics of materials v2

NIAID Data Ecosystem2026-05-02 收录

材料缺陷分析

物理机器学习

数据链接：

https://zenodo.org/record/10728520 数据链接链接失效反馈

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资源简介：

Dataset for Mines Paris PSL lecture on Machine learning for physics and engineering

创建时间：

2025-02-18

Phase Measuring Deflectometry based technique for Detecting Defects in Materials via Heat Flow Visualization

材料缺陷分析

热流分析

This data contains a Word document that includes a flow chart for the algorithm used for phase extraction using Fourier Transform and a discussion of simulation results that demonstrate how thermal si

DataCite Commons2025-04-02 更新90

Prediction of heat transfer parameters of nuclear reactor based on physical information machine learning algorithm

核反应堆热工水力

物理机器学习

The accurate prediction of the heat transfer coefficient (HTC) under extremely high parameter conditions in nuclear reactors is crucial for reactor design and operation. However, this involves complex

科学数据银行2024-08-29 更新70

Electron Channeling Contrast (ECC) Tomography: Dislocation Tomography Enabled...

晶体位错表征

材料缺陷分析

3D characterization of dislocations is critical for understanding plastic deformation in crystalline materials but remains experimentally challenging. Transmission electron...

B2FIND40

PGML Dataset

电磁场模拟

物理机器学习

Matlab mat files containing datasets for PGML training and validation Each filename describes both its resolution (lowRes, medRes, highRes) and the plasma wavelength of the metallic ma

Figshare2025-02-21 更新80

Collection of Porous Media Datasets for Permeability Prediction (with Deep Learning)

多孔介质渗透率

物理机器学习

This dataset contains three collections of porous media geometries and corresponding flow simulation data designed for training and evaluating Fourier Neural Operators (FNOs) for permeability predicti

Mendeley Data70

Classifier ROM-net for image-based modeling of defects in mechanics of materials v2

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