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Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_3e3422ba70bd4e3fa56a0cc4e708d31f

Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

About this item

Full title

Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

Publisher

Basel: MDPI AG

Journal title

Energies (Basel), 2017-10, Vol.10 (10), p.1668

Language

English

Formats

Publication information

Publisher

Basel: MDPI AG

More information

Scope and Contents

Contents

This paper proposes a learning-based adaptive imputation method (LAI) for imputing missing power data in an energy system. This method estimates the missing power data by using the pattern that appears in the collected data. Here, in order to capture the patterns from past power data, we newly model a feature vector by using past data and its varia...

Alternative Titles

Full title

Learning-Based Adaptive Imputation Methodwith kNN Algorithm for Missing Power Data

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_3e3422ba70bd4e3fa56a0cc4e708d31f

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_3e3422ba70bd4e3fa56a0cc4e708d31f

Other Identifiers

ISSN

1996-1073

E-ISSN

1996-1073

DOI

10.3390/en10101668

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