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Data · dataset · 2022

Diagnostic: NMC/Graphite synthetic dataset

Listed in Teesside University Research Data Repository

The dataset contains the synthetic degradation data for NMC cells, which are generated with the OCV model.

Description

If you make use of our data, please cite our dataset directly using its DOI, as well as the corresponding paper: "Generalised diagnostic framework for rapid battery degradation quantification with deep learning, Energy and AI, Haijun Ruan, Jingyi Chen, Weilong Ai, Billy Wu". In Syn_NMC_4dm file, there are the degradation modes (DMs) and the corresponding pseudo OCVs (discharge at 0.3C); The four DMs are LLI, LAMdeNE, LAMdePE, and RI, respectively; This data is used for the CNN training.

In Syn_NMC_path1 file, there are the DMs for the aging path I, and the corresponding pseudo OCVs (discharge at 0.3C). The six DMs are LLI, LAMliNE, LAMdeNE, LAMdePE, LAMliPE, and RI, respectively; This data is used for the validation of the proposed diagnostic method. Please read the corresponding paper to find the details about the training data generation and the assumed aging paths.

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Provenance · 1 source records, 9 field assertions
SourceKeyLast seenRaw
Teesside University Research Data Repositoryoai:data.mendeley.com/fyhw8rfh4z.113 h agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].anzsrc:field:320202mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Diagnostics']
concepts[field].anzsrc:group:4611mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].local:field:computer-science-aimapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
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publication_datesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
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