Distributed adaptive quantization for wireless sensor networks: From delta modulation to maximum likelihood

IEEE Transactions on Signal Processing

Volumn 56, Issue 10 II, 2008, Pages 5246-5257

  Fang, Jun ^a   Li, Hongbin ^a  

^a Stevens Institute of Technology   (United States)

Author keywords

Adaptive quantization (AQ); Distributed estimation; Wireless sensor networks (WSNs)

Indexed keywords

EID: 54749151115     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2008.928956     Document Type: Article

References (29)

1. D. Li, K. D. Wong, Y. H. Hu, and A. M. Sayeed, "Detection, classification, and tracking of targets," IEEE Signal Process. Mag. vol. 19, pp. 17-29, Mar. 2002.
2. I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "A survey on sensor networks," IEEE Commun. Mag., pp. 102-114, Aug. 2002.
3. R. R. Tenney and N. R. Sandell, Jr, "Detection with distributed sensors," IEEE Trans. Aerosp. Electron. Syst., vol. AES-17, pp. 501-510, Jul. 1981.
4. C. Rago, P. Willett, and Y. Bar-Shalom, "Censoring sensors: A low-communication-rate scheme for distributed detection," IEEE Trans. Aerosp. Electron. Syst., vol. 32, pp. 554-568, Apr. 1996.
5. J.-J. Xiao and Z.-Q. Luo, "Universal decentralized detection in a band-width-constrained sensor network," IEEE Trans. Signal Process. vol. 53, pp. 2617-2624, Aug. 2005.
6. R. Viswanathan and P. K. Varshney, "Distributed detection with multiple sensors - Part I: Fundamentals," Proc. IEEE, vol. 85, pp. 54-63, Jan. 1997.
7. R. S. Blum, S. A. Kassam, and H. V. Poor, "Distributed detection with multiple sensors: Part II - Advance topics," Proc. IEEE, vol. 85, pp. 64-79, Jan. 1997.
8. S. S. Pradhan, J. Kusuma, and K. Ramchandran, "Distributed compression in a dense microsensor network," IEEE Signal Process. Mag., vol. 19, no. 2, pp. 51-60, Mar. 2002.
9. Z.-Q. Luo, G. B. Giannakis, and S. Zhang, "Optimal linear decentralized estimation in a bandwidth constrained sensor network," in Proc. 2005 IEEE Int. Symp. Inf., Sep. 2005.
10. Y. Zhu, E. Song, J. Zhou, and Z. You, "Optimal dimensionality reduction of sensor data in multisensor estimation fusion," IEEE Trans. Signal Process., vol. 53, pp. 1631-1639, May 2005.
11. J. Gubner, "Distributed estimation and quantization," IEEE Trans. Inf. Theory, vol. 39, pp. 1456-1459, Jul. 1993.
12. V. Megalooikonomou and Y. Yesha, "Quantizer design for distributed estimation with communication constraints and unknown observation statistics," IEEE Trans. Commun., vol. 48, pp. 181-184, Feb. 2000.
13. W. M. Lam and A. R. Reibman, "Design of quantizers for decentralized estimation systems," IEEE Trans. Commun., vol. 41, pp. 1602-1605, Nov. 1993.
14. H. Papadopoulos, G. Wornell, and A. Oppenheim, "Sequential signal encoding from noisy measurements using quantizers with dynamic bias control," IEEE Trans. Inf. Theory, vol. 47, pp. 978-1002, Mar. 2001.
15. A. Ribeiro and G. B. Giannakis, "Bandwidth-constrained distributed estimation for wireless sensor networks - Part I: Gaussian PDF," IEEE Trans. Signal Process., vol. 54, pp. 1131-1143, Mar. 2006.
16. Z. Luo, "Universal decentralized estimation in a bandwidth constrained sensor network," IEEE Trans. Inf. Theory, vol. 51, pp. 2210-2219, Jun. 2005.
17. A. Ribeiro and G. B. Giannakis, "Bandwidth-constrained distributed estimation for wireless sensor networks - Part II: Unknown probability density function," IEEE Trans. Signal Process., vol. 54, pp. 2784-2796, Jul. 2006.
18. Z. Luo, "An isotropic universal decentralized estimation scheme for a bandwidth constrained ad hoc sensor network," IEEE J. Sel. Areas Commun., vol. 23, pp. 735-744, Apr. 2005.
19. Z. Luo and J. Xiao, "Decentralized estimation in an inhomogeneous sensing environment," IEEE Trans. Inf. Theory, vol. 51, pp. 3564-3575, Oct. 2005.
20. P. Venkitasubramaniam, L. Tong, and A. Swami, "Quantization for maximin ARE in distributed estimation," IEEE Trans. Signal Process., vol. 55, pp. 3596-3605, Jul. 2007.
21. Y. Huang and Y. Hua, "Multi-hop progressive decentralized estimation in wireless sensor networks," IEEE Signal Process. Lett., vol. 14, pp. 1004-1007, Dec. 2007.
22. V. Gupta, T. Chung, B. Hassibi, and R. M. Murray, "On a stochastic sensor selection algorithm with applications in sensor scheduling and dynamic sensor coverage," Automatica, vol. 42, no. 2, pp. 251-260, Feb. 2006.
23. A. Ribeiro and G. B. Giannakis, "SOI-KF: Distributed Kalman filtering with low-cost communications using the sign of innovations," IEEE Trans. Signal Process., vol. 54, pp. 4782-4795, Dec. 2006.
24. H. Li and J. Fang, "Distributed adaptive quantization and estimation for wireless sensor networks," IEEE Signal Process. Lett., vol. 14, pp. 669-672, Oct. 2007.
25. B. Chen, L. Tong, and P. K. Varshney, "Channel-aware distributed detection in wireless sensor networks," IEEE Signal Process. Mag. vol. 23, no. 4, pp. 16-26, Jul. 2006.
26. D. A. Pierre, Optimization Theory With Applications. New York: Wiley, 1969.
27. S. M. Kay, Fundamentals of Statistical Signal Process.: Estimation Theory. Upper Saddle River, NJ: Prentice-Hall, 1993.
28. T. L. Fine, "The response of a particular nonlinear system with feed-back to each of two random processes," IEEE Trans. Inf. Theory vol. IT-14, pp. 255-264, Mar. 1968.
29. M. J. Crowder, "Maximum likelihood estimation for dependent observations," J. Roy. Statist. Soc. B (Methodological), vol. 38, no. 1, pp. 45-53, 1976.