Sensor selection for hypothesis testing in wireless sensor networks: A Kullback-Leibler based approach

Proceedings of the IEEE Conference on Decision and Control

Volumn , Issue , 2009, Pages 1659-1664

  Bajović, Dragana ^a,b   Sinopoli, Bruno ^b   Xavier, João ^a  

^a INSTITUTO SUPERIOR TÉCNICO   (Portugal)

^b CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

OPTIMIZATION;

COMPUTATION TIME; EXTENSIVE SIMULATIONS; GREEDY APPROACHES; HYPOTHESIS TESTING; KULLBACK-LEIBLER DISTANCE; NONCONVEX PROBLEM; OPTIMIZATION PROBLEMS; PROBLEM REFORMULATIONS;

WIRELESS SENSOR NETWORKS;

EID: 77950838068     PISSN: 07431546     EISSN: 25762370     Source Type: Conference Proceeding    
DOI: 10.1109/CDC.2009.5400743     Document Type: Conference Paper

References (20)

1. S. Joshi, S.Boyd Sensor Selection via Convex Optimization, IEEE Transactions on Signal Processing, 57(2) pp 451-462, February 2009
2. J. E. Weimer, B. Sinopoli, B. H. Krogh A Relaxation Approach to Dynamic Sensor Selection in Large-Scale Wireless Networks, in Proceedings of the 2008 The 28th International Conference on Distributed Computing Systems Workshops pp 501-506, 2008
3. F. Zhao, J. Shin, J. Reich Information-Driven Dynamic Sensor Collaboration for Tracking Applications, IEEE Signal Processing Magazine vol.19(2), pp 61-72, March
4. H. Rowaihy, S. Eswaran, M. Johnson, D. Verma, A. Bar-Noy, T. Brown, and T. L. Porta A survey of sensor selection schemes in wireless sensor networks, Technical report, Pennsylvania State University, March 2007
5. John N. Tsitsiklis Decentralized detection by a large number of sensors, Mathematics of Control, Signals and Systems, vol.1, pp 167-182, 1988
6. Z. Chair and P. K. Varshney Optimal data fusion in multiple sensor detection systems, IEEE Trans. Aerosp. Electron. Syst., vol.AES-22, no.1, pp 98-101, Jan. 1986
7. P. K. Willett, P. F. Swaszek, and R. S. Blum The good, bad, and ugly: Distributed detection of a known signal in dependent Gaussian noise, IEEE Trans. Signal Process., vol.48, no.12, pp 3266-3279, Dec. 2000
8. M. Kam, Q. Zhu, and W. S. Gray Optimal data fusion of correlated local decisions in multiple sensor detection systems, IEEE Trans. Aerosp. Electron. Syst., vol.28, no.7, pp 916-920, July 1992
9. C. Rago, P. Willett, Y. Bar-Shalom Censoring sensors: a low communication - rate scheme for distributed detection, IEEE Trans. Aerosp. Electron. Syst., vol.32, no.2, pp 554-568, April 1996
10. R. Jiang, B. Chen Fusion of censored decisions in WSN, IEEE Trans. Wireless Commun., vol.4, pp 2668-2673, Nov. 2005
11. S. Kumar, K. K. R. Kambhatla, B. Zan, F. Hu, Y. Xiao An Energy-aware and intelligent cluster-based event detection scheme in WSN, Internal Journal of Sensor Networks, vol.3 , Issue 2 pp 123-133, Feb. 2008
12. E. B. Fox, J. W. Fisher, A. S. Willsky Detection and localization of material releases with sparse senzor configurations, IEEE Trans. Signal Processing, vol.55, no.5, May 2007
13. A.D'Costa, V. Ramachandran, A. M. Sayeed Distributed classification of Gaussian space-time sources in WSN, IEEE Journal on Selected Areas in Communications, vol.22, no.6, August 2004
14. T. M. Cover, J. A. Thomas Elements of information theory, Wiley, 1991
15. L. Rueda, M. Herrera. Linear dimensionality reduction by maximizing the Chernoff distance in the transformed space, Pattern Recognition, vol.41(10), pp 3138-3152, October 2008
16. L. L. Scharf. Statistical Signal Processing: Detection, Estimation and Time series Analysis, Addison and Wesley, 1991
17. D. H. Johnson, S. Sinanovic Symetrizing the Kullback-Leibler Distance, Computer and Information Technology Institute, Department of Electrical Engineering, Rice University, Houston
18. J. Yang, H. Ye, Z. David A new LDA-KL combined method for feature extraction and its generalization, Pattern Analysis and Applications, vol.7(1), pp 40 - 50, April 2004
19. A. Hatcher, Algebraic Topology, Cambridge University Press, 2002
20. R. Ambrosino, B. Sinopoli, K. Poolla, S. S. Sastry, Optimal Sensor Density for Remote Estimation OverWireless Sensor Networks, Forty-Sixth Annual Allerton Conference, September 2008