Primary user traffic estimation for dynamic spectrum access

IEEE Journal on Selected Areas in Communications

Volumn 31, Issue 3, 2013, Pages 544-558

  Gabran, Wesam ^a,b   Liu, Chun Hao ^a,c   Pawelczak, Przemyslaw ^d   Cabric, Danijela ^a,c  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b BROADCOM CORPORATION   (United States)

^c Engineering IV Building ^*  (United States)

^d FRAUNHOFER HEINRICH HERTZ INSTITUTE   (Germany)

Author keywords

Dynamic spectrum access; traffic estimation

Indexed keywords

BLIND ESTIMATIONS; DYNAMIC SPECTRUM ACCESS; ESTIMATION ERRORS; MATHEMATICAL ANALYSIS; ML ESTIMATION; ML ESTIMATORS; NON-UNIFORM; PRIMARY USER TRAFFICS; PRIMARY USERS; SPECTRUM SENSING; THEORETICAL ESTIMATION; TRAFFIC ESTIMATION; TRAFFIC PARAMETERS; WEIGHTED SAMPLES;

CRAMER-RAO BOUNDS;

ESTIMATION;

EID: 84874596767     PISSN: 07338716     EISSN: None     Source Type: Journal    
DOI: 10.1109/JSAC.2013.130319     Document Type: Article

References (39)

1. Q. Zhao and B. M. Sadler, "A survey of dynamic spectrum access: Signal processing, networking, and regulatory policy," IEEE Signal Process. Mag., vol. 24, no. 3, pp. 79-89, May 2007.
2. M. Wellens, J. Riihij̈arvi, and P. M̈aḧonen, "Empirical time and frequency domain models of spectrum use," Elsevier Physical Communication Journal, vol. 2, no. 1-2, pp. 10-32, Mar.-Jun. 2009.
3. M. M. Rashid, M. J. Hossain, E. Hossain, and V. K. Bhargava, "Opportunistic spectrum scheduling for multiuser cognitive radio: A queueing analysis," IEEE Trans. Wireless Commun., vol. 8, no. 10, pp. 5259-5269, Oct. 2009.
4. D. T. Ngo, C. Tellambura, and H. H. Nguyen, "Resource allocation for OFDMA-based cognitive radio multicast networks with primary user activity consideration," IEEE Trans. Veh. Technol., vol. 59, no. 4, pp. 1668-1679, May 2010.
5. H. Kim and K. G. Shin, "Efficient discovery of spectrum opportunities with MAC-layer sensing in cognitive radio networks," IEEE Trans. Mobile Comput., vol. 7, no. 5, pp. 533-545, May 2008. (Pubitemid 351454003)
6. J. Park, P. Pawełczak, and D. ? Cabríc, "Performance of joint spectrum sensing and MAC algorithms for multichannel opportunistic spectrum access ad hoc networks," IEEE Trans. Mobile Comput., vol. 10, no. 7, pp. 1011-1027, Jul. 2011.
7. W. Gabran, P. Pawełczak, and D. Cabríc, "Throughput and collision analysis of multi-channel multi-stage spectrum sensing algorithms," IEEE Trans. Veh. Technol., vol. 60, no. 7, pp. 3309-3323, Sep. 2011.
8. H. Jiang, L. Lai, R. Fan, and H. V. Poor, "Optimal selection of channel sensing order in cognitive radio," IEEE Trans. Wireless Commun., vol. 8, no. 1, pp. 297-307, Jan. 2009.
9. C.-T. Chou, S. Shankar N, H. Kim, and K. G. Shin, "What and how much to gain by spectrum agility?" IEEE J. Sel. Areas Commun., vol. 25, no. 3, pp. 576-588, Apr. 2007.
10. P. Wang and I. F. Akyildiz, "On the origins of heavy-tailed delay in dynamic spectrum access networks," IEEE Trans. Mobile Comput., vol. 11, no. 8, pp. 204-217, May 2012.
11. X. Y. Wang and P.-H. Ho, "Gossip-enabled stochastic channel negotiation for cognitive radio ad hoc networks," IEEE Trans. Mobile Comput., vol. 10, no. 11, pp. 1632-1645, Nov. 2011.
12. S. Wang, J. Zhang, and L. Tong, "A characterization of delay performance of cognitive medium access," IEEE Trans. Wireless Commun., vol. 11, no. 22, pp. 800-809, Feb. 2012.
13. S. Wang, Y. E. Sagduyu, J. Zhang, and J. H. Li, "The impact of induced spectrum predictability via wireless network coding," IEEE Trans. Veh. Technol., vol. 61, no. 2, pp. 758-769, Feb. 2012.
14. E. Jung and X. Liu, "Opportunistic spectrum access in multiple-primaryuser environments under the packet collision constraint," IEEE/ACM Trans. Netw., vol. 20, no. 2, pp. 501-514, Apr. 2012.
15. A. Plummer Jr., M. Taghizadeh, and S. Biswas, "Measurement-based bandwidth scavenging in wireless networks," IEEE Trans. Mobile Comput., vol. 11, no. 1, pp. 19-32, Jan. 2012.
16. H. Kim and K. G. Shin, "Fast discovery of spectrum opportunities in cognitive radio networks," in Proc. IEEE DySPAN, Oct. 14-17, 2008.
17. Q. Liang, M. Liu, and D. Yuan, "Channel estimation for opportunistic spectrum sensing: Uniform and random sensing," in Proc. IEEE Information Theory and Applications Workshop, San Diego, CA, USA, Jan. 31-Feb. 5, 2010.
18. Q. Liang and M. Liu, "Channel estimation for opportunistic spectrum access: Uniform and random sensing," IEEE Trans. Mobile Comput., 2011, accepted for publication. [Online]. Available: http://www.eecs.umich.edu/ ∼mingyan/pub/TMC11 channel sense.pdf
19. P. Tehrani, L. Tong, and Q. Zhao, "Asymptotically efficient multichannel estimation for opportunistic spectrum access," IEEE Trans. Signal Process., 2012, accepted for publication. [Online]. Available: http://acsp.ece.cornell.edu/papers/TehraniTongZhao12TSP.pdf
20. W. Saad, Z. Han, H. V. Poor, T. Başar, and J. B. Song, "A cooperative Bayesian nonparametric framework for primary user activity monitoring in cognitive radio networks," IEEE J. Sel. Areas Commun., Feb. 2 2012, accepted for publication. [Online]. Available: http://arxiv.org/abs/1202. 0460
21. K. Liu and Q. Zhao, "Cooperative game in dynamic spectrum access with unknown model and imperfect sensing," IEEE Trans. Wireless Commun., vol. 11, no. 4, pp. 1596-1604, Apr. 2012.
22. S. Wang, S. Murugesan, and J. Zhang, Exploiting channel correlation and PU traffic memory for opportunistic spectrum scheduling. [Online]. Available: http://arxiv.org/abs/1204.0776
23. P. Papadimitratos, S. Sankaranarayanan, and A. Mishra, "A bandwidth sharing approach to improve licensed spectrum utilization," IEEE Commun. Mag., vol. 43, no. 12, pp. S10-S14, Dec. 2005.
24. P. Van Mieghem, Performance Analysis of Communications Networks and Systems. Cambridge University Press, 2006.
25. X. Li, Q. Zhao, X. Guan, and L. Tong, "Optimal cognitive access of markovian channels under tight collision constraints," IEEE J. Sel. Areas Commun., vol. 29, no. 4, pp. 746-756, Apr. 2011.
26. A. Alshamrani, X. Shen, and L.-L. Xie, "QoS provisioning for heterogeneous services in cooperative cognitive radio network," IEEE J. Sel. Areas Commun., vol. 29, no. 4, pp. 819-830, Apr. 2011.
27. X. Zhang and H. Su, "Opportunistic spectrum sharing schemes for CDMA-based uplink MAC in cognitive radio network," IEEE J. Sel. Areas Commun., vol. 29, no. 4, pp. 716-730, Apr. 2011.
28. D. Chen, S. Yin, Q. Zhang, M. Liu, and S. Li, "Mining spectrum usage data: a large-scale spectrum measurement study," in Proc. ACM MobiCom, Sep. 20-25, 2009.
29. S. Yin, D. Chen, Q. Zhang, M. Liu, and S. Li, "Mining spectrum usage data: A large-scale spectrum measurement study," IEEE Trans. Mobile Comput., vol. 11, no. 6, pp. 1033-1046, Jun. 2012.
30. S. Boyd and L. Vandenberghe, Convex Optimization. Cambridge University Press, 2004.
31. W. Gabran, C.-H. Liu, P. Pawełczak, and D. Cabric. Primary user traffic estimation for dynamic spectrum access. Extended Version. [Online]. Available: http://arxiv.org/abs/1203.2393
32. T. Ÿucek and H. Arslan, "A survey of spectrum sensing algorithms for cognitive radio applications," IEEE Communications Surveys & Tutorials, vol. 11, no. 1, pp. 116-130, First Quarter 2009.
33. Z. Tian, Y. Tafesse, and B. M. Sadler, "Cyclic feature detection with subnyquist sampling for wideband spectrum sensing," IEEE Trans. Wireless Commun., vol. 6, no. 1, pp. 58-69, Feb. 2012.
34. S. Geirhofer, L. Tong, and B. M. Sandler, "Dynamic spectrum access in the time domain: Modeling and exploiting white space," IEEE Commun. Mag., vol. 45, no. 5, pp. 66-72, May 2007. (Pubitemid 46796029)
35. C. R. Stevenson, G. Chouinard, Z. Lei, W. Hu, S. J. Shellhammer, and W. Caldwell, "IEEE 802.22: The first cognitive radio wireless regional area network standard," IEEE Commun. Mag., vol. 47, no. 1, pp. 130-138, Jan. 2009.
36. A. W. Min, K. G. Shin, and X. Hu, "Secure cooperative sensing in IEEE 802.22 WRANs using shadow fading correlation," IEEE Trans. Mobile Comput., vol. 10, no. 10, pp. 1434-1447, Oct. 2011.
37. J. Kim and J. G. Andrews, "Sensitive white space detection with spectral covariance sensing," IEEE Trans. Wireless Commun., vol. 9, no. 9, pp. 2945-2955, Sep. 2010.
38. J. R. Raol, G. Girija, and J. Singh, Modelling and Parameter Estimation of Dynamic Systems. The Institution of Engineering Technology, 2004.
39. Millar R.B 2011 Maximum Likelihood Estimation and Inference: With Examples in R SAS and ADMB John Wiley & Sons.