Power allocation for robust distributed best-linear-unbiased estimation against sensing noise variance uncertainty

IEEE Transactions on Wireless Communications

Volumn 12, Issue 6, 2013, Pages 2853-2869

  Wu, Jwo Yuh ^a   Wang, Tsang Yi ^b  

^a NATIONAL CHIAO TUNG UNIVERSITY   (Taiwan)

^b NATIONAL SUN YAT SEN UNIVERSITY   (Taiwan)

Author keywords

best linear unbiased estimation; distributed estimation; power allocation; robustness; Sensor networks

Indexed keywords

BEST LINEAR UNBIASED ESTIMATION; DISTRIBUTED ESTIMATION; INCOMPLETE GAMMA FUNCTIONS; INSTANTANEOUS CHANNEL STATE INFORMATIONS; PARAMETER MISMATCHES; POWER ALLOCATIONS; ROBUST POWER ALLOCATION; STATISTICAL DISTRIBUTION;

CHANNEL STATE INFORMATION; COMPUTER SIMULATION; FADING CHANNELS; MEAN SQUARE ERROR; OPTIMIZATION; RAYLEIGH FADING; ROBUSTNESS (CONTROL SYSTEMS); SENSOR NETWORKS; SENSOR NODES; SPURIOUS SIGNAL NOISE;

ESTIMATION;

EID: 84880200545     PISSN: 15361276     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCOMM.2013.050613.121161     Document Type: Article

References (41)

1. I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E Cayirci, "A survey on sensor networks," IEEE Commun. Mag., vol. 40, no. 8, pp. 102-114, Aug. 2002.
2. B. M. Sadler, "Fundamentals of energy-constrained sensor networks," IEEE Aerosp. Electron. Syst. Mag., vol. 20, no. 8, pp. 17-35, Aug. 2005.
3. R. Viswanathan and P. K. Varshney, "Distributed detection with multiple sensors-part I: fundamentals," Proc. IEEE, vol. 85, no. 1, pp. 54-63, Jan. 1997.
4. J. J. Xiao, A. Ribeiro, Z. Q. Luo, and G. B. Giannakis, "Distributed compression-estimation using wireless sensor networks," IEEE Signal Process. Mag., vol. 23, no. 4, pp. 27-41, July 2006.
5. Q. Zhao, A. Swami, and L. Tong, "The interplay between signal processing and networking in sensor networks," IEEE Signal Process. Mag., vol. 23, no. 4, pp. 84-93, July 2006.
6. A. Ribeiro and G. B. Giannakis, "Bandwidth-constrained distributed estimation for wireless sensor networks-part I: Gaussian case," IEEE Trans. Signal Process., vol. 54, no. 3, pp. 1131-1143, Mar. 2006.
7. 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, no. 7, pp. 2784-2796, July 2006.
8. X. Wu and Z. Tian, "Optimized data fusion in bandwidth and energy constrained sensor networks," in Proc. 2006 IEEE ICASSP, vol. 4, pp. 713-716.
9. T. Zhao and A. Nehorai, "Information-driven distributed maximum likelihood estiamtion based on Gaussian-Newton method in wireless sensor networks," IEEE Trans. Signal Process., vol. 55, no. 9, pp. 4669-4682, Sep. 2007.
10. 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.
11. J. Fang and H. Li, "Distributed adaptive quantization for wireless sensor networks: from delta modulation to maximum likelihood," IEEE Trans. Signal Process., vol. 56, no. 10, pp. 5246-5257, Oct. 2008.
12. J. Fang and H. Li, "Hyperplane-based vector quantization for distributed estimation in wireless sensor networks," IEEE Trans. Inf. Theory, vol. 55, no. 12, pp. 5682-5699, Dec. 2009.
13. A. Krasnopeev, J. J. Xiao, and Z. Q. Luo, "Minimum energy decentralized estimation in sensor network with correlated sensor noise," EURASIP J. Wireless Commun. Netw., vol. 4, pp. 473-482, 2005.
14. J. J. Xiao, S. Cui, Z. Q. Luo, and A. J. Goldsmith, "Power scheduling of universal decentralized estimation in sensor networks," IEEE Trans. Signal Process., vol. 54, no. 2, pp. 413-422, Feb. 2006.
15. Z. Q. Luo, "Universal decentralized estimation in a bandwidth constrained sensor networks," IEEE Trans. Inf. Theory, vol. 51, no. 6, pp. 2210-2219, June 2005.
16. S. Cui, J. J. Xiao, A. J. Goldsmith, and H. V. Poor, "Estimation diversity and energy efficiency in distributed sensing," IEEE Trans. Signal Process., vol. 55, no. 9, pp. 4683-4696, Sep. 2007.
17. J. J. Xiao, S. Cui, Z. Q. Luo, and A. J. Goldsmith, "Linear coherent decentralized estimation," IEEE Trans. Signal Process., vol. 56, no. 2, pp. 757-770, Feb. 2008.
18. J. Y. Wu, Q. Z. Huang, and T. S. Lee, "Minimal energy decentralized estimation via exploiting the statistical knowledge of sensor noise variance," IEEE Trans. Signal Process., vol. 56, no. 5, pp. 2171-2176, May 2008.
19. J. Y. Wu, Q. Z. Huang, and T. S. Lee, "Energy-constrained decentralized best-linear-unbiased estimation via partial sensor noise variance knowledge," IEEE Signal Process. Lett., vol. 15, pp. 33-36, 2008.
20. H. Senol and C. Tepedelenlioglu, "Performance of distributed estimation over unknown parallel channels," IEEE Trans. Signal Process., vol. 56, no. 12, pp. 6057-6068, Dec. 2008.
21. J. Li and G. AlRegib, "Function-based network lifetime for estimation in wireless sensor networks," IEEE Signal Process. Lett., vol. 15, pp. 533-536, 2008.
22. J. Fang and H. Li, "Power constrained distributed estimation with cluster-based sensor cooperation," IEEE Trans. Wireless Commun., vol. 8, no. 7, pp. 3822-3832, July 2009.
23. J. Fang and H. Li, "Power constrained distributed estimation with correlated sensor data," IEEE Trans. Signal Process., vol. 57, no. 8, pp. 3292-3297, Aug. 2009.
24. E. Ertin, R. Moses, and L. Potter, "Network parameter estimation with detection failures," in Proc. 2004 IEEE ICASSP, vol. 2, pp. 273-276.
25. V. Delouille, R. Neelamani, and R. G. Baraniuk, "Robust distributed estimation using the embedded subgraphs algorithms," IEEE Trans. Signal Process., vol. 54, no. 8, pp. 2998-3010, Aug. 2006.
26. X. Qu, J. Zhou, E. Song, and Y. Zhu, "Minimax robust optimal estimation fusion in distributed multisensor systems with uncertainties," IEEE Signal Process. Lett., vol. 17, no. 9, pp. 811-814, Sep. 2010.
27. B. Chen, R. Jiang, T. Kasetkasem, and P. K. Varshney, "Channel aware decision fusion in wireless sensor networks," IEEE Trans. Signal Process., vol. 52, no. 12, pp. 3454-3458, Dec. 2004.
28. Y. Lin, B. Chen, and P. K. Varshney, "Decision fusion rules in multi-hop wireless sensor networks," IEEE Trans. Aerosp. Electron. Syst., vol. 41, no. 2, pp. 475-488, Apr. 2005.
29. R. Niu, B. Chen, and P. K. Varshney, "Fusion of decisions transmitted over Rayleigh fading channels in wireless sensor networks," IEEE Trans. Signal Process., vol. 54, no. 3, pp. 1018-1027, Mar. 2006.
30. I. Bar-David and P. Boukris, "Reciprocal mean-square error and signal-to-noise ratio as distinct performance measures in below-threshold communication," IEEE Trans. Commun., vol. 20, no. 5, pp. 852-856, Oct. 1972.
31. I. S. Gradshteyn and I. M. Ryzhik, Tables of Integrals, Series, and Products, 7th ed. Academic Press, 2007.
32. L. Zhang, T. Cui, T. Ho, and X. D. Zhang, "Optimal quantization in energy-constrained sensor networks under imperfect transmissions," in Proc. 2009 Conf. Inf. Sciences Syst., pp. 613-617.
33. M. H. Chaudhary and Luc Vandendorpe, "Power constrained linear estimation in wireless sensor networks with correlated data and digital modulation," IEEE Trans. Signal Process., vol. 60, no. 2, pp. 570-584, Feb. 2012.
34. S. M. Kay, Fundamentals of Statistical Signal Processing: Estimation Theory. Prentice-Hall PTR, 1993.
35. S. M. Kay, Fundamentals of Statistical Signal Processing: Detection Theory. Prentice-Hall PTR, 1998.
36. A. Leon-Garcia, Probability and Random Process for Electrical Engineering, 3rd ed. Addison-Wesley, 2009.
37. M. K. Banavar, C. Tepedelenlioglu, and A. Spanias, "Estimation over fading channels with limited feedback using distributed sensing," IEEE Trans. Signal Process., vol. 58, no. 1, pp. 414-425, Jan. 2010.
38. T. Wimalajeewa and S. Jayaweera, "Optimal power scheduling for correlated data fusion in wireless sensor networks via constrained PSO," IEEE Trans. Wireless Commun., vol. 7, no. 9, pp. 3608-3618, Sep. 2008.
39. I. Boussaid, P. Siarry, and M. Ahmed-Nacer, "Hybridizing biogeography-based optimization with differential evoluation for optimal power allocation in wireless sensor networks," IEEE Trans. Veh. Technol., vol. 60, no. 5, pp. 2347-2353, May 2011.
40. T. M. Cover and J. A. Thomas, Elements of Information Theory, 2nd ed. Wiley-Interscience, 2006.
41. M. K. Simon and M.-S. Alouini, Digital Communications over Fading Channels: A Unified Approach to Performance Analysis. John Wiley & Sons, 2000.