http://repository.iitr.ac.in/handle/123456789/26108
Title: | Anomaly detection and similarity search in neutron monitor data for predictive maintenance of nuclear power plants |
Authors: | Agarwal K. Toshniwal, Durga Gupta P.K. Khurana V. Upadhyay P. |
Published in: | Proceedings - 2nd International Conference on Advanced Computing, Networking and Security, ADCONS 2013 2nd International Conference on Advanced Computing, Networking and Security, ADCONS 2013 |
Abstract: | Anomaly detection and similarity search in time series data is an area of wide research in the field of data mining. In this paper we introduce a nearest neighbor based technique for performing anomaly detection over time series data. It is based on the observation that any anomalous behavior is surrounded by a large variation in slope of the graph obtained by plotting the time sequence. Time series comprising of the count of delayed neutrons have been analyzed for the purpose of predictive maintenance in nuclear power plants. We aim to identify anomalies in the neutron counts possibly due to leaks in the nuclear reactor channel. © 2013 IEEE. |
Citation: | Proceedings - 2nd International Conference on Advanced Computing, Networking and Security, ADCONS 2013 (2013): 29-34 |
URI: | https://doi.org/10.1109/ADCONS.2013.26 http://repository.iitr.ac.in/handle/123456789/26108 |
Issue Date: | 2013 |
Publisher: | IEEE Computer Society |
Keywords: | Anomaly detection Data mining Delayed neutron monitor Similarity search Time series |
ISBN: | 9780768551272 |
Author Scopus IDs: | 56039099200 8683737500 57199837059 55995072200 55995605900 |
Author Affiliations: | Agarwal, K., Department of Computer Science and Engineering, Indian Institute of Technology Roorkee, Roorkee, India Toshniwal, D., Department of Computer Science and Engineering, Indian Institute of Technology Roorkee, Roorkee, India Gupta, P.K., C and I and R and D-ES, Nuclear Power Corporation of India Ltd., Mumbai, India Khurana, V., C and I and R and D-ES, Nuclear Power Corporation of India Ltd., Mumbai, India Upadhyay, P., C and I and R and D-ES, Nuclear Power Corporation of India Ltd., Mumbai, India |
Funding Details: | |
Appears in Collections: | Conference Publications [CS] |
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