Title :
Demand response clustering - How do dynamic prices affect household electricity consumption?
Author :
Waczowicz, Simon ; Reischl, Markus ; Hagenmeyer, Veit ; Mikut, Ralf ; Klaiber, Stefan ; Bretschneider, Peter ; Konotop, Irina ; Westermann, Dirk
Author_Institution :
Institute for Applied Computer Science, Karlsruhe Institute of Technology, Eggenstein-Leopoldshafen, Germany
fDate :
June 29 2015-July 2 2015
Abstract :
The article analyses effects of price signals on the consumption behavior of household electricity customers. It proposes a systematic analysis process consisting of data preprocessing, aggregation steps and clustering methods. This analysis process was applied to two smart meter datasets (Olympic Peninsula Project, RESIDENS). Large fluctuations in customers´ response to the same price signal were detected.
Keywords :
DH-HEMTs; Indexes; Load management; Noise; Smart meters; Systematics; Time series analysis; Data mining; demand response; pattern clustering; smart grid;
Conference_Titel :
PowerTech, 2015 IEEE Eindhoven
Conference_Location :
Eindhoven, Netherlands
DOI :
10.1109/PTC.2015.7232493
