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Data · dataset · 2025

Optimization of magnetoelectric composites using convolutional neural networks - scripts and dataset

Listed in DaRUS

This repository is intended to host the supplementary material (dataset and scripts) associated with the article “Optimization of magnetoelectric composites using convolutional neural networks”.

Description

The HDF5 file 'Microstructure_data.h5' contains the dataset of microstructural images and their effective properties of interest, computed using the finite element method. The individual archive files represent specific deep learning tasks discussed in the associated article.

They contain the scripts for building, training, and evaluating the Deep-Inception-based surrogate models for each task. The document 'README.pdf' summarizes all the necessary information pertaining to the effective usage of this repository such as the contents of the HDF5 file and the various archive files, the required Python libraries, and the procedure to execute the scripts. We recommend reading this document first before proceeding further.

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Where it is published

Catalogue records · 1

Topics

From keywords
Engineering
Inferred from text
Biomedical engineering 74% · Image 65%
Provenance · 1 source records, 11 field assertions
SourceKeyLast seenRaw
DaRUSdoi:10.18419/DARUS-562312 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:group:4003enrichment · darus uni stuttgart detaxonomy-embedding@1.1.0title+keywords+description (74%)
concepts[field].dataverse_subject:computer-and-information-sciencesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].dataverse_subject:engineeringsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[field].local:field:engineeringmapping · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/subjects
concepts[modality].local:modality:imageenrichment · darus uni stuttgart dekeyword-concept-rules@1.0.0title+description (65%)
created_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
descriptionsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/description
publication_datesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0
titlesource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0/name
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version_labelsource · darus uni stuttgart deconnector:darus_uni_stuttgart_de@1.0.0