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Energy Performance Based Anomaly Detection in Non-Residential Buildings Using Symbolic Aggregate Approximation

Abstract

Building system faults in commercial and office buildings can result in a reduced occupant comfort and increased utility bills. Energy performance-based anomaly detection helps operators efficiently identify faults. In this work, a data-driven method for anomaly detection is presented. Using a symbolic aggregate method, the weekly energy demand profiles are statistically quantised and labeled to determine normal and abnormal building …

Authors

Ashouri A; Hu Y; Newsham GR; Shen W

Volume

2018-August

Pagination

pp. 1400-1405

Publication Date

December 4, 2018

DOI

10.1109/COASE.2018.8560433

Conference proceedings

IEEE International Conference on Automation Science and Engineering

ISSN

2161-8070