Validating Clustering Frameworks for Electric Load Demand Profiles

Large-scale deployment of smart meters has made it possible to collect sufficient and high-resolution data of residential electric demand profiles. Clustering analysis of these profiles is important to further analyze and comment on electricity consumption patterns. Although many clustering techniqu...

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Veröffentlicht in:	IEEE transactions on industrial informatics 2021-12, Vol.17 (12), p.8057-8065
Hauptverfasser:	Jain, Mayank, AlSkaif, Tarek, Dev, Soumyabrata
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Cluster analysis Clustering Clustering algorithms Clustering framework clustering validation Covariance matrices Datasets Demand analysis Dimensionality reduction electric demand profiles Electrical loads Electricity consumption Electricity meters Informatics Principal component analysis Task analysis
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