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Erschienen in: SICS Software-Intensive Cyber-Physical Systems 1-2/2016

25.01.2015 | Special Issue Paper

Pattern mining and fault detection via \(\textit{COP}_{\textit{therm}}\)-based profiling with correlation analysis of circuit variables in chiller systems

verfasst von: Jasmine Malinao, Florian Judex, Tim Selke, Gerhard Zucker, Jaime Caro, Walter Kropatsch

Erschienen in: SICS Software-Intensive Cyber-Physical Systems | Ausgabe 1-2/2016

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Abstract

In this paper, we propose methods of handling, analyzing, and profiling monitoring data of energy systems using their thermal coefficient of performance seen in uneven segmentations in their time series databases. Aside from assessing the performance of chillers using this parameter, we dealt with pinpointing different trends that this parameter undergoes through while the systems operate. From these results, we identified and cross-validated with domain experts outlier behavior which were ultimately identified as faulty operation of the chiller. Finally, we establish correlations of the parameter with the other independent variables across the different circuits of the machine with or without the observed faulty behavior.

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Metadaten
Titel
Pattern mining and fault detection via -based profiling with correlation analysis of circuit variables in chiller systems
verfasst von
Jasmine Malinao
Florian Judex
Tim Selke
Gerhard Zucker
Jaime Caro
Walter Kropatsch
Publikationsdatum
25.01.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
SICS Software-Intensive Cyber-Physical Systems / Ausgabe 1-2/2016
Print ISSN: 2524-8510
Elektronische ISSN: 2524-8529
DOI
https://doi.org/10.1007/s00450-014-0277-5

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