Journal
ENERGY EFFICIENCY
Volume 8, Issue 4, Pages 681-689Publisher
SPRINGER
DOI: 10.1007/s12053-014-9316-0
Keywords
Energy efficiency program; Smart meter; Time-series clustering; k-means; Electricity load profile
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Investigations have been performed into using clustering methods in data mining time-series data from smart meters. The problem is to identify patterns and trends in energy usage profiles of commercial and industrial customers over 24-h periods and group similar profiles. We tested our method on energy usage data provided by several U.S. power utilities. The results show accurate grouping of accounts similar in their energy usage patterns, and potential for the method to be utilized in energy efficiency programs.
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