On the feasibility of deploying cell anomaly detection in operational cellular networks

作者: Gabriela Ciocarlie , Ulf Lindqvist , Kenneth Nitz , Szabolcs Novaczki , Henning Sanneck

DOI: 10.1109/NOMS.2014.6838305

关键词:

摘要: The Self-Organizing Networks (SON) concept includes the functional area known as self-healing, which aims to automate detection and diagnosis of, recovery from, network degradations outages. In this paper, we build on our previous work [19] study feasibility of an operational deployment adaptive ensemble-method framework for modeling cell behavior. uses Key Performance Indicators (KPIs) determine cell-performance status. Our results, generated using real cellular data, show that computational overhead delay are sufficiently low practical use methods perform anomaly in networks.

参考文章(16)
Christian M. Mueller, Matthias Kaschub, Christian Blankenhorn, Stephan Wanke, A Cell Outage Detection Algorithm Using Neighbor Cell List Reports international workshop on self organizing systems. pp. 218- 229 ,(2008) , 10.1007/978-3-540-92157-8_19
Seppo Hämäläinen, Henning Sanneck, Cinzia Sartori, LTE Self-Organising Networks (SON): Network Management Automation for Operational Efficiency No Category. ,vol. 398, ,(2012) , 10.1002/9781119961789
Angelo Coluccia, Fabio Ricciato, Peter Romirer-Maierhofer, Bayesian estimation of network-wide mean failure probability in 3g cellular networks PERFORM'10 Proceedings of the 2010 IFIP WG 6.3/7.3 international conference on Performance Evaluation of Computer and Communication Systems: milestones and future challenges. pp. 167- 178 ,(2010) , 10.1007/978-3-642-25575-5_14
S. Novaczki, An improved anomaly detection and diagnosis framework for mobile network operators design of reliable communication networks. pp. 234- 241 ,(2013)
Anne Bouillard, Aurore Junier, Benoit Ronot, Hidden anomaly detection in telecommunication networks conference on network and service management. pp. 82- 90 ,(2012) , 10.5555/2499406.2499416
John Arthur Swets, David Marvin Green, Signal Detection Theory and Psychophysics ,(1974)
Stefan Rüping, SVM Kernels for Time Series Analysis Technical reports. ,(2001) , 10.17877/DE290R-15237
Gabriela F. Ciocarlie, Ulf Lindqvist, Szabolcs Novaczki, Henning Sanneck, Detecting anomalies in cellular networks using an ensemble method conference on network and service management. pp. 171- 174 ,(2013) , 10.1109/CNSM.2013.6727831
Peter Szilagyi, Szabolcs Novaczki, An Automatic Detection and Diagnosis Framework for Mobile Communication Systems IEEE Transactions on Network and Service Management. ,vol. 9, pp. 184- 197 ,(2012) , 10.1109/TNSM.2012.031912.110155
N. Littlestone, M.K. Warmuth, The weighted majority algorithm Information & Computation. ,vol. 108, pp. 212- 261 ,(1994) , 10.1006/INCO.1994.1009