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Structure · dataset · 2022

Four datasets for multi-input convolutional network

Listed in Teesside University Research Data Repository

Datasets used in paper: "Multi-input convolutional network for ultrafast simulation of field evolvement".

Description

Datasets were produced from massive (multi-)physics simulations. They are used to train multi-input convolutional network, which then can act as a cheap substitute of original physics-based models and allows for ultrafast simulation.

The datasets and four related physical and engineering problems have distinct characteristics, which should present different challenges to a multi-input ConvNet. They can help comprehensively test the modeling capability of a multi-input ConvNet. Note that the data requires further processing, namely properly preparing multi-input-output pairs, i.e.,((a,X), Y), for training the multi-input convolutional network.

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Please refer to the paper and code for greater details on how to use the data.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Simulation 75%
Provenance · 1 source records, 11 field assertions
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Teesside University Research Data Repositoryoai:data.mendeley.com/gg8f2hwkxd.115 h agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].anzsrc:field:401707mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Solid Mechanics']
concepts[field].anzsrc:group:4017mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Mechanical Engineering']
concepts[field].local:field:earth-environmentalmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:materials-sciencemapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[method].local:method:simulationenrichment · researchdata tees ac ukkeyword-concept-rules@1.0.0title+description (75%)
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