Online adaptive clustering algorithm for load profiling

EU. Directive 2009/72/EC of the European Parliament and of the council of 13 July 2009 concerning common rules for the internal market in electricity and repealing Directive 2003/54/EC, 2009.

Wang, 2015, Load profiling and its application to demand response: A review, Tsinghua Sci. Technol., 20, 117, 10.1109/TST.2015.7085625

Chicco, 2006, Comparisons among clustering techniques for electricity customer classification, IEEE Trans. Power Syst., 21, 933, 10.1109/TPWRS.2006.873122

McLoughlin, 2015, A clustering approach to domestic electricity load profile characterisation using smart metering data, Appl. Energy, 141, 190, 10.1016/j.apenergy.2014.12.039

Panapakidis, 2015, Enhancing the clustering process in the category model load profiling, IET Gener. Transm. Distrib., 9, 655, 10.1049/iet-gtd.2014.0658

Mets, 2016, Two-stage load pattern clustering using fast wavelet transformation, IEEE Trans. Smart Grid, 7, 2250, 10.1109/TSG.2015.2446935

Verdú, 2006, Classification, filtering, and identification of electrical customer load patterns through the use of self-organizing maps, IEEE Trans. Power Syst., 21, 1672, 10.1109/TPWRS.2006.881133

Haben, 2016, Analysis and clustering of residential customers energy behavioral demand using smart meter data, IEEE Trans. Smart Grid, 7, 136, 10.1109/TSG.2015.2409786

Granell, 2015, Clustering disaggregated load profiles using a Dirichlet process mixture model, Energy Convers. Manage., 92, 507, 10.1016/j.enconman.2014.12.080

Benítez, 2014, Dynamic clustering segmentation applied to load profiles of energy consumption from Spanish customers, Int. J. Electr. Power Energy Syst., 55, 437, 10.1016/j.ijepes.2013.09.022

Aggarwal, 2013

Grotkjær, 2006, Robust multi-scale clustering of large DNA microarray datasets with the consensus algorithm, Bioinformatics, 22, 58, 10.1093/bioinformatics/bti746

Paparrizos, 2015, k-shape: Efficient and accurate clustering of time series, 1855

Efrat, 2007, Curve matching, time warping, and light fields: New algorithms for computing similarity between curves, J. Math. Imaging Vision, 27, 203, 10.1007/s10851-006-0647-0

Paliwal, 1982, A modification over Sakoe and Chiba’s dynamic time warping algorithm for isolated word recognition, Signal Process., 4, 329, 10.1016/0165-1684(82)90009-3

Meyerson, 2001, Online facility location, 426

Edo Liberty, Ram Sriharsha, Maxim Sviridenko, An Algorithm for Online K-Means Clustering, CoRR, abs/1412.5, 1–13, 2014.

ENTSO-E. Consumption Data Hourly load value of a specific country for a specific day March 27th 2013, 2013. URL https://www.entsoe.eu/data/data-portal/consumption/Pages/default.aspx.