Distributed event detection in sensor networks under random spatial deployment

Proceedings - IEEE Military Communications Conference MILCOM

Volumn , Issue , 2014, Pages 623-629

  Zhang, Pengfei ^a,b   Peters, Gareth ^c   Nevat, Ido ^b   Xiao, Gaoxi ^a   Tan, Hwee Pink ^b  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^b INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

^c UNIVERSITY COLLEGE LONDON   (United Kingdom)

Author keywords

Event detection; Finite Binomial Point Process; Gram Charlier series expansion; Sensor networks

Indexed keywords

EXPANSION; MONTE CARLO METHODS; SENSOR NETWORKS;

DISTRIBUTED EVENT DETECTIONS; EVENT DETECTION; EVENT DETECTION ALGORITHM; FALSE ALARM RATE; GRAM-CHARLIER SERIES EXPANSION; MARGINAL LIKELIHOOD; POINT PROCESS; SENSORS DEPLOYMENTS;

MILITARY COMMUNICATIONS;

EID: 84912565106     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MILCOM.2014.110     Document Type: Conference Paper

References (26)

1. A. Kottas, Z. Wang, and A. Rodrguez, "Spatial modeling for risk assessment of extreme values from environmental time series: A bayesian nonparametric approach," Environmetrics, vol. 23, no. 8, pp. 649-662, 2012.
2. C. Fonseca and H. Ferreira, "Stability and contagion measures for spatial extreme value analyses," arXiv preprint arXiv:1206. 1228, 2012.
3. J. P. French and S. R. Sain, "Spatio-temporal exceedance locations and confidence regions," Annals of Applied Statistics. Prepress, 2013.
4. I. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless sensor networks: A survey," Computer networks, vol. 38, no. 4, pp. 393-422, 2002.
5. G. Anastasi, M. Conti, M. Di Francesco, and A. Passarella, "Energy conservation in wireless sensor networks: A survey," Ad Hoc Networks, vol. 7, no. 3, pp. 537-568, 2009.
6. F. Fazel, M. Fazel, and M. Stojanovic, "Random access sensor networks: Field reconstruction from incomplete data," in IEEE Information Theory and Applications Workshop (ITA), 2012, pp. 300-305.
7. J. Matamoros, F. Fabbri, C. Antón-Haro, and D. Dardari, "On the estimation of randomly sampled 2d spatial fields under bandwidth constraints," IEEE Transactions on Wireless Communications,, vol. 10, no. 12, pp. 4184-4192, 2011.
8. X. Zhang, H. Poor, and M. Chiang, "Optimal power allocation for distributed detection over mimo channels in wireless sensor networks," IEEE Transactions on Signal Processing,, vol. 56, no. 9, pp. 4124-4140, 2008.
9. D. Ciuonzo, G. Romano, and P. Rossi, "Performance analysis and design of maximum ratio combining in channel-aware mimo decision fusion," IEEE Transactions on Wireless Communications,, vol. 12, no. 9, pp. 4716-4728, 2013.
10. I. Nevat, G. W. Peters, and I. Collings, "Distributed detection in sensor networks over fading channels with multiple antennas at the fusion centre," Signal Processing, IEEE Transactions on, vol. 62, no. 3, pp. 671-683, 2014.
11. P. Karumbu, V. K. Prasanthi, and A. Kumar, "Delay optimal event detection on ad hoc wireless sensor networks," ACM Transactions on Sensor Networks (TOSN), vol. 8, no. 2, p. 12, 2012.
12. D. Bajovic, B. Sinopoli, and J. Xavier, "Sensor selection for event detection in wireless sensor networks," Signal Processing, IEEE Transactions on, vol. 59, no. 10, pp. 4938-4953, 2011.
13. F. Oldewurtel and P. Mahonen, "Analysis of enhanced deployment models for sensor networks," in Vehicular Technology Conference (VTC 2010-Spring), 2010 IEEE 71st. IEEE, 2010, pp. 1-5.
14. J. G. Andrews, R. K. Ganti, M. Haenggi, N. Jindal, and S. Weber, "A primer on spatial modeling and analysis in wireless networks," Communications Magazine, IEEE, vol. 48, no. 11, pp. 156-163, 2010.
15. R. Viswanathan and P. K. Varshney, "Distributed detection with multiple sensors i. fundamentals," Proceedings of the IEEE, vol. 85, no. 1, pp. 54-63, 1997.
16. J.-J. Xiao and Z.-Q. Luo, "Universal decentralized detection in a bandwidth-constrained sensor network," IEEE Transactions on Signal Processing,, vol. 53, no. 8, pp. 2617-2624, 2005.
17. T. Aysal and K. Barner, "Constrained decentralized estimation over noisy channels for sensor networks," IEEE Transactions on Signal Processing,, vol. 56, no. 4, pp. 1398-1410, 2008.
18. M. Zhu, S. Ding, Q. Wu, R. R. Brooks, N. S. Rao, and S. S. Iyengar, "Fusion of threshold rules for target detection in wireless sensor networks," ACM Transactions on Sensor Networks (TOSN), vol. 6, no. 2, p. 18, 2010.
19. M. Guerriero, L. Svensson, and P. Willett, "Bayesian data fusion for distributed target detection in sensor networks," IEEE Transactions on Signal Processing,, vol. 58, no. 6, pp. 3417-3421, 2010.
20. J.-F. Chamberland and V. V. Veeravalli, "Wireless sensors in distributed detection applications," IEEE Signal Processing Magazine,, vol. 24, no. 3, pp. 16-25, 2007.
21. M. Haenggi, "On distances in uniformly random networks," IEEE Transactions on Information Theory,, vol. 51, no. 10, pp. 3584-3586, Oct 2005.
22. D. Moltchanov, "Distance distributions in random networks," Ad Hoc Networks, vol. 10, no. 6, pp. 1146-1166, 2012. [Online]. Available: http://www. sciencedirect. com/science/article/pii/S1570870512000224
23. S. Srinivasa and M. Haenggi, "Distance distributions in finite uniformly random networks: Theory and applications," Vehicular Technology, IEEE Transactions on, vol. 59, no. 2, pp. 940-949, Feb 2010.
24. H. Van Trees, Detection, estimation, and modulation theory.. part 1,. detection, estimation, and linear modulation theory. Wiley New York, 1968.
25. S. Kay, Fundamentals of Statistical Signal Processing, Volume 2: Detection Theory. Prentice Hall PTR, 1998.
26. E. Jondeau and M. Rockinger, "Gramccharlier densities," Journal of Economic Dynamics and Control, vol. 25, no. 10, pp. 1457-1483, 2001. [Online]. Available: http://www. sciencedirect. com/science/ article/pii/S0165188999000822