Customer behaviour and data analytics

作者: Gianfranco Chicco

DOI: 10.1109/ICEPE.2016.7781443

关键词: Cluster analysisData analysisMicrogridComputer scienceFlexibility (engineering)Aggregate (data warehouse)Customer needsMetering modeDemand responseProcess management

摘要: The present evolution of the electrical sector is paying increasing attention to customer needs. This paper deals with a number aspects addressed in discussions on characteristics individual and aggregate consumers, referring shape flexibility demand. Specific points include role metering, how obtain knowledge from load pattern disaggregation clustering, customer-related effects microgrids development, active users' participation demand response initiatives.

参考文章(66)
Ervin D. Varga, Sandor F. Beretka, Christian Noce, Gianluca Sapienza, Robust Real-Time Load Profile Encoding and Classification Framework for Efficient Power Systems Operation IEEE Transactions on Power Systems. ,vol. 30, pp. 1897- 1904 ,(2015) , 10.1109/TPWRS.2014.2354552
G. Chicco, R. Napoli, F. Piglione, Comparisons among clustering techniques for electricity customer classification IEEE Transactions on Power Systems. ,vol. 21, pp. 933- 940 ,(2006) , 10.1109/TPWRS.2006.873122
G.W. Hart, Nonintrusive appliance load monitoring Proceedings of the IEEE. ,vol. 80, pp. 1870- 1891 ,(1992) , 10.1109/5.192069
Carlee Joe-Wong, Soumya Sen, Sangtae Ha, Mung Chiang, Optimized Day-Ahead Pricing for Smart Grids with Device-Specific Scheduling Flexibility IEEE Journal on Selected Areas in Communications. ,vol. 30, pp. 1075- 1085 ,(2012) , 10.1109/JSAC.2012.120706
E. Carpaneto, G. Chicco, Probabilistic characterisation of the aggregated residential load patterns Iet Generation Transmission & Distribution. ,vol. 2, pp. 373- 382 ,(2008) , 10.1049/IET-GTD:20070280
Hideitsu Hino, Haoyang Shen, Noboru Murata, Shinji Wakao, Yasuhiro Hayashi, A Versatile Clustering Method for Electricity Consumption Pattern Analysis in Households IEEE Transactions on Smart Grid. ,vol. 4, pp. 1048- 1057 ,(2013) , 10.1109/TSG.2013.2240319
Eamonn Lannoye, Damian Flynn, Mark O'Malley, Evaluation of Power System Flexibility IEEE Transactions on Power Systems. ,vol. 27, pp. 922- 931 ,(2012) , 10.1109/TPWRS.2011.2177280
A. Rodriguez, A. Laio, Clustering by fast search and find of density peaks Science. ,vol. 344, pp. 1492- 1496 ,(2014) , 10.1126/SCIENCE.1242072
Adrian Ocneanu, Mario Bergés, Hugo Gonçalves, Unsupervised disaggregation of appliances using aggregated consumption data ,(2011)
Liang Du, Dawei He, Ronald G. Harley, Thomas G. Habetler, Electric Load Classification by Binary Voltage–Current Trajectory Mapping IEEE Transactions on Smart Grid. ,vol. 7, pp. 358- 365 ,(2016) , 10.1109/TSG.2015.2442225