A distributed Bayesian approach to fault detection in sensor networks

Proceedings - IEEE Global Communications Conference, GLOBECOM

Volumn , Issue , 2012, Pages 634-639

  Lo Re, Giuseppe ^a   Milazzo, Fabrizio ^a   Ortolani, Marco ^a  

^a UNIVERSITY OF PALERMO   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; FAULT DETECTION; INTELLIGENT SYSTEMS;

BAYESIAN; BAYESIAN APPROACHES; FAULT DETECTION ALGORITHM; FAULTS DETECTION; INCORRECT MEASUREMENTS; PERVASIVE SENSING; SENSORS NETWORK; SYNTHETIC DATASETS;

SENSOR NODES;

EID: 84877647852     PISSN: 23340983     EISSN: 25766813     Source Type: Conference Proceeding    
DOI: 10.1109/GLOCOM.2012.6503184     Document Type: Conference Paper

References (14)

1. D. Culler, D. Estrin, and M. Srivastava, "Guest editors' introduction: overview of sensor networks," Computer, pp. 41-49, 2004.
2. L. Paradis and Q. Han, "A survey of fault management in wireless sensor networks," Journal of Network and Systems Management, vol. 15, no. 2, pp. 171-190, 2007.
3. K. Ni, N. Ramanathan, M. N. H. Chehade, L. Balzano, S. Nair, S. Zahedi, E. Kohler, G. Pottie, M. Hansen, and M. Srivastava, "Sensor network data fault types," ACM Transactions on Sensor Networks, vol. 5, no. 3, 2009.
4. J. Chen, S. Kher, and A. Somani, "Distributed fault detection of wireless sensor networks," in Proceedings of the 2006 workshop on Dependability issues in wireless ad hoc networks and sensor networks, 2006, pp. 65- 72.
5. W. Wu, X. Cheng, M. Ding, K. Xing, F. Liu, and P. Deng, "Localized outlying and boundary data detection in sensor networks," IEEE Transactions on Knowledge and Data Engineering, vol. 19, no. 8, pp. 1145-1157, 2007.
6. N. Giatrakos, Y. Kotidis, A. Deligiannakis, and Vasilis, "In-network approximate computation of outliers with quality guarantees," Information Systems, 2011.
7. K. Ni and G. Pottie, "Bayesian selection of non-faulty sensors," in IEEE International Symposium on Information Theory, 2007, 2007, pp. 616- 620.
8. A. B. Sharma, L. Golubchik, and R. Govindan, "Sensor faults: Detection methods and prevalence in real-world datasets," ACM Transactions on Sensor Networks, vol. 6, no. 3, p. 23, 2010.
9. F. Koushanfar, M. Potkonjak, and A. Sangiovanni-Vincentelli, "On-line fault detection of sensor measurements," in Sensors, 2003. Proceedings of IEEE, vol. 2, 2003, pp. 974-979.
10. C. M. Bishop, Pattern recognition and machine learning. Springer, 2006.
11. F. Kschischang, B. Frey, and H.-A. Loeliger, "Factor graphs and the sumproduct algorithm," IEEE Transactions on Information Theory, vol. 47, no. 2, pp. 498-519, 2001.
12. S. Hussain and O. Islam, "An energy efficient spanning tree based multihop routing in wireless sensor networks," in IEEE Wireless Communications and Networking Conference., 2007, pp. 4383 -4388.
13. S. Upadhyayula and S. Gupta, "Spanning tree based algorithms for low latency and energy efficient data aggregation enhanced convergecast (dac) in wireless sensor networks," Ad Hoc Networks, vol. 5, no. 5, pp. 626 - 648, 2007.
14. D. Barber, Bayesian Reasoning and Machine Learning. Cambridge University Press, 2012.