Compressive sensing based data gathering in clustered wireless sensor networks

Proceedings - IEEE International Conference on Distributed Computing in Sensor Systems, DCOSS 2014

Volumn , Issue , 2014, Pages 187-192

  Nguyen, Minh Tuan ^a,b   Teague, Keith A ^a  

^a Oklahoma State University   (United States)

^b Thai Nguyen University of Technology   (Viet Nam)

Author keywords

[No Author keywords available]

Indexed keywords

COMPRESSED SENSING; SENSORS; SIGNAL RECONSTRUCTION;

CLUSTERED NETWORKS; CLUSTERED WIRELESS SENSOR NETWORKS; CLUSTERING METHODS; COMBINED MEASUREMENTS; COMPRESSIVE SENSING; MEASUREMENT MATRIX; TOTAL POWER CONSUMPTION; WIRELESS SENSOR NETWORK (WSNS);

WIRELESS SENSOR NETWORKS;

EID: 84904408991     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/DCOSS.2014.11     Document Type: Conference Paper

References (30)

1. I. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless sensor networks a survey," Computer Networks, vol. 38, no. 4, pp. 393-422, 2002.
2. D.L.Donoho, "Compressed sensing," Information Theory, IEEE Transactions on, vol. 52, pp. 1289-1306, 2006.
3. E. Candes, J. Romberg, and T. Tao, "Robust uncertainty principles exact signal reconstruction from highly incomplete frequency information," Information Theory, IEEE Transactions on, vol. 52, pp. 489-509, Feb. 2006.
4. E. Candes and M. Wakin, "An introduction to compressive sampling," Signal Processing Magazine, IEEE, vol. 25, no. 2, pp. 21-30, 2008.
5. J. Haupt, W. Bajwa, M. Rabbat, and R. Nowak, "Compressed sensing for networked data," Signal Processing Magazine, IEEE, vol. 25, no. 2, pp. 92-101, 2008.
6. R. Berinde and P. Indyk, "Sparse recovery using sparse random matrices," preprint, 2008.
7. A. A. Abbasi and M. Younis, "A survey on clustering algorithms for wireless sensor networks," Computer Communications, vol. 30, no. 1415, pp. 2826-2841, 2007.
8. R. Xu and I. Wunsch, D., "Survey of clustering algorithms," Neural Networks, IEEE Transactions on, vol. 16, pp. 645-678, May 2005.
9. S. Bandyopadhyay and E. Coyle, "An energy efficient hierarchical clustering algorithm for wireless sensor networks," in INFOCOM 2003. Twenty-Second Annual Joint Conference of the IEEE Computer and Communications. IEEE Societies, vol. 3, pp. 1713-1723 vol.3, March-3 April 2003.
10. S. Heikalabad, N. Firouz, A. Navin, and M. Mirnia, "Heech Hybrid energy effective clustering hierarchical protocol for lifetime prolonging in wireless sensor networks," in Computational Intelligence and Communication Networks (CICN), 2010 International Conference on, pp. 325-328, Nov. 2010.
11. M. Handy, M. Haase, and D. Timmermann, "Low energy adaptive clustering hierarchy with deterministic cluster-head selection," in Mobile and Wireless Communications Network, 2002. 4th International Workshop on, pp. 368-372, 2002.
12. H. Steinhaus, "Sur la division des corp materiels en parties," Bull. Acad. Polon. Sci, vol. 1, pp. 801-804, 1956.
13. J. B. MacQueen, "Some methods for classification and analysis of multivariate observations," in Proc. of the fifth Berkeley Symposium on Mathematical Statistics and Probability (L. M. L. Cam and J. Neyman, eds.), vol. 1, pp. 281-297, University of California Press, 1967.
14. S. P. Lloyd, "Least squares quantization in pcm," IEEE Transactions on Information Theory, vol. 28, pp. 129-137, 1982.
15. O. Younis and S. Fahmy, "Distributed clustering in ad-hoc sensor networks a hybrid, energy-efficient approach," in INFOCOM 2004. Twenty-third AnnualJoint Conference of the IEEE Computer and Communications Societies, vol. 1, pp. 4 vol. (xxxv+2866), March 2004.
16. G. Gupta and M. Younis, "Fault-tolerant clustering of wireless sensor networks," in Wireless Communications and Networking, 2003. WCNC 2003. 2003 IEEE, vol. 3, pp. 1579-1584 vol.3, March 2003.
17. A. Amis and R. Prakash, "Load-balancing clusters in wireless ad hoc networks," in Application-Specific Systems and Software Engineering Technology, 2000. Proceedings. 3rd IEEE Symposium on, pp. 25-32, 2000.
18. W. Heinzelman, A. Chandrakasan, and H. Balakrishnan, "An application-specific protocol architecture for wireless microsensor networks," Wireless Communications, IEEE Transactions on, vol. 1, pp. 660-670, Oct 2002.
19. M. T. Nguyen and K. A. Teague, "Tree-Based Energy-Efficient data gathering in wireless sensor networks deploying compressive sensing," in WOCC 2014-Networks Symposium (Wireless and Optical Communication Conference-WOCC 2014), (NJIT, Newark, New Jersey, U.S.A.), May 2014.
20. C. Luo, F. Wu, J. Sun, and C. W. Chen, "Efficient measurement generation and pervasive sparsity for compressive data gathering," Wireless Communications, IEEE Transactions on, vol. 9, no. 12, pp. 3728-3738, December.
21. J. Luo, L. Xiang, and C. Rosenberg, "Does compressed sensing improve the throughput of wireless sensor networks?," in Communications (ICC), 2010 IEEE International Conference on, pp. 1-6, May.
22. R. Xie and X. Jia, "Minimum transmission data gathering trees for compressive sensing in wireless sensor networks," in Global Telecommunications Conference (GLOBECOM 2011), 2011 IEEE, pp. 1-5, Dec.
23. M. Nguyen and Q. Cheng, "Efficient data routing for fusion in wireless sensor networks," in The 25th International Conference on Computer Applications in Industry and Engineering (CAINE), New Orleans, LA, 2012, Nov 2012.
24. M. T. Nguyen, "Minimizing energy consumption in random walk routing for wireless sensor networks utilizing compressed sensing," in 2013 8th International Conference on System of Systems Engineering (SoSE 2013), (Maui, Hawaii, USA), pp. 291-295, June 2013.
25. M. T. Nguyen and N. Rahnavard, "Cluster-Based Energy-Efficient data collection in wireless sensor networks utilizing compressive sensing," in 2013-MILCOM 2013 Track 2) Networking Protocols and Performance (MILCOM 2013 Track 2), (San Diego, USA), Nov. 2013.
26. S. Lee and A. Ortega, "Joint optimization of transport cost and reconstruction for spatially-localized compressed sensing in multi-hop sensor networks," Asia Pacific Signal and Info. Proc. Assoc. Summit (APSIPA). Singapore, 2010.
27. T. S. Rappaport, Wireless Communications Principles and Practice (2nd Edition). Prentice Hall, 2 ed., Jan. 2002.
28. H. L. Yap, A. Eftekhari, M. Wakin, and C. Rozell, "The restricted isometry property for block diagonal matrices," in Information Sciences and Systems (CISS), 2011 45th Annual Conference on, pp. 1-6, March 2011.
29. M. Wakin, J. Y. Park, H. L. Yap, and C. Rozell, "Concentration of measure for block diagonal measurement matrices," in Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on, pp. 3614-3617, March 2010.
30. http //lcav.epfl.ch/op/edit/sensorscope en.