Scalable Anomaly Detection for Smart City Infrastructure Networks

作者: Djellel Eddine Difallah , Philippe Cudre-Mauroux , Sean A. McKenna

DOI: 10.1109/MIC.2013.84

关键词: Network topologyAnomaly detectionReal-time computingComputer networkArray processingComputer scienceSmart cityContext (language use)ScalabilityWireless sensor networkNetwork architecture

摘要: Dynamically detecting anomalies can be difficult in very large-scale infrastructure networks. The authors' approach addresses spatiotemporal anomaly detection a smarter city context with large numbers of sensors deployed. They propose scalable, hybrid Internet for dynamically potential real time using stream processing. enables analytically inspecting and comparing globally array Deployed on pipe network topology 1,891 nodes, this effectively detect characterize while minimizing the amount data shared across network.

参考文章(13)
Michael Allen, Ami Prels, Mudasser Lqbal, Seshan Srirangarajan, Hock Beng Llm, Lewis Glrod, Andrew J Whittle, None, Real-time in-network distribution system monitoring to improve operational efficiency Journal - American Water Works Association. ,vol. 103, pp. 63- 75 ,(2011) , 10.1002/J.1551-8833.2011.TB11495.X
P. Cudre-Mauroux, H. Kimura, K.-T. Lim, J. Rogers, R. Simakov, E. Soroush, P. Velikhov, D. L. Wang, M. Balazinska, J. Becla, D. DeWitt, B. Heath, D. Maier, S. Madden, J. Patel, M. Stonebraker, S. Zdonik, A demonstration of SciDB: a science-oriented DBMS very large data bases. ,vol. 2, pp. 1534- 1537 ,(2009) , 10.14778/1687553.1687584
David Karger, Eric Lehman, Tom Leighton, Rina Panigrahy, Matthew Levine, Daniel Lewin, Consistent hashing and random trees: distributed caching protocols for relieving hot spots on the World Wide Web symposium on the theory of computing. pp. 654- 663 ,(1997) , 10.1145/258533.258660
Sean McCauliff, Miles T. Cote, Forrest R. Girouard, Christopher Middour, Todd C. Klaus, Bill Wohler, The Kepler DB, a Database Management System for Arrays, Sparse Arrays and Binary Data Proceedings of SPIE. ,vol. 7740, ,(2010) , 10.1117/12.856792
Peter Corke, Tim Wark, Raja Jurdak, Wen Hu, Philip Valencia, Darren Moore, Environmental Wireless Sensor Networks Proceedings of the IEEE. ,vol. 98, pp. 1903- 1917 ,(2010) , 10.1109/JPROC.2010.2068530
Philippe Cudre-Mauroux, Suchit Agarwal, Karl Aberer, GridVine: An Infrastructure for Peer Information Management IEEE Internet Computing. ,vol. 11, pp. 36- 44 ,(2007) , 10.1109/MIC.2007.108
Luc Anselin, Local Indicators of Spatial Association-LISA Geographical Analysis. ,vol. 27, pp. 93- 115 ,(2010) , 10.1111/J.1538-4632.1995.TB00338.X
Adam Seering, Philippe Cudre-Mauroux, Samuel Madden, Michael Stonebraker, Efficient Versioning for Scientific Array Databases 2012 IEEE 28th International Conference on Data Engineering. pp. 1013- 1024 ,(2012) , 10.1109/ICDE.2012.102